Multidisciplinary Design Optimization: A Survey of Architectures

Joaquim R. R. A. Martins

University of Michigan, Ann Arbor, Michigan 48109

Search for more papers by this author

and

Andrew B. Lambe

University of Toronto, Toronto, Ontario M3H 5T6, Canada

Search for more papers by this author

Published Online:20 Aug 2013https://doi.org/10.2514/1.J051895

Abstract

Multidisciplinary design optimization is a field of research that studies the application of numerical optimization techniques to the design of engineering systems involving multiple disciplines or components. Since the inception of multidisciplinary design optimization, various methods (architectures) have been developed and applied to solve multidisciplinary design-optimization problems. This paper provides a survey of all the architectures that have been presented in the literature so far. All architectures are explained in detail using a unified description that includes optimization problem statements, diagrams, and detailed algorithms. The diagrams show both data and process flow through the multidisciplinary system and computational elements, which facilitate the understanding of the various architectures, and how they relate to each other. A classification of the multidisciplinary design-optimization architectures based on their problem formulations and decomposition strategies is also provided, and the benefits and drawbacks of the architectures are discussed from both theoretical and experimental perspectives. For each architecture, several applications to the solution of engineering-design problems are cited. The result is a comprehensive but straightforward introduction to multidisciplinary design optimization for nonspecialists and a reference detailing all current multidisciplinary design-optimization architectures for specialists.

References

[1] Schmit L. A., “Structural Design by Systematic Synthesis,” 2nd Conference on Electronic Computation, American Society of Civil Engineers, New York, 1960, pp. 105–132. Google Scholar
[2] Schmit L. A. and Thornton W. A., “Synthesis of an Airfoil at Supersonic Mach Number,” NASA CR-144, Jan. 1965. Google Scholar
[3] Schmit L. A., “Structural Synthesis: Its Genesis and Development,” AIAA Journal, Vol. 19, No. 10, 1981, pp. 1249–1263. doi:https://doi.org/10.2514/3.7859 AIAJAH 0001-1452 Link Google Scholar
[4] Schmit L. A.,, “Structural Synthesis: Precursor and Catalyst, Recent Experiences in Multidisciplinary Analysis and Optimization,” NASA CP-2337, 1984. Google Scholar
[5] Haftka R. T., “Automated Procedure for Design of Wing Structures to Satisfy Strength and Flutter Requirements,” NASA Langley Research Center TN-D-7264, Hampton, VA, 1973. Google Scholar
[6] Haftka R. T., Starnes J. H.,, Barton F. W. and Dixon S. C., “Comparison of Two Types of Optimization Procedures for Flutter Requirements,” AIAA Journal, Vol. 13, No. 10, 1975, pp. 1333–1339. doi:https://doi.org/10.2514/3.60545 AIAJAH 0001-1452 Link Google Scholar
[7] Haftka R. T., “Optimization of Flexible Wing Structures Subject to Strength and Induced Drag Constraints,” AIAA Journal, Vol. 14, No. 8, 1977, pp. 1106–1977. doi:https://doi.org/10.2514/3.7400 AIAJAH 0001-1452 Google Scholar
[8] Haftka R. T. and Shore C. P., “Approximate Methods for Combined Thermal/Structural Design,” NASA TP-1428, June 1979. Google Scholar
[9] Ashley H., “On Making Things the Best: Aeronautical Uses of Optimization,” Journal of Aircraft, Vol. 19, No. 1, 1982, pp. 5–28. doi:https://doi.org/10.2514/3.57350 JAIRAM 0021-8669 Link Google Scholar
[10] Green J. A., “Aeroelastic Tailoring of Aft-Swept High-Aspect-Ratio Composite Wings,” Journal of Aircraft, Vol. 24, No. 11, 1987, pp. 812–819. doi:https://doi.org/10.2514/3.45525 JAIRAM 0021-8669 Link Google Scholar
[11] Grossman B., Gurdal Z., Strauch G. J., Eppard W. M. and Haftka R. T., “Integrated Aerodynamic/Structural Design of a Sailplane Wing,” Journal of Aircraft, Vol. 25, No. 9, 1988, pp. 855–860. doi:https://doi.org/10.2514/3.45670 JAIRAM 0021-8669 Link Google Scholar
[12] Grossman B., Haftka R. T., Kao P.-J., Polen D. M. and Rais-Rohani M., “Integrated Aerodynamic-Structural Design of a Transport Wing,” Journal of Aircraft, Vol. 27, No. 12, 1990, pp. 1050–1056. doi:https://doi.org/10.2514/3.45980 JAIRAM 0021-8669 Link Google Scholar
[13] Livne E., Schmit L. and Friedmann P., “Towards Integrated Multidisciplinary Synthesis of Actively Controlled Fiber Composite Wings,” Journal of Aircraft, Vol. 27, No. 12, 1990, pp. 979–992. doi:https://doi.org/10.2514/3.45972 JAIRAM 0021-8669 Link Google Scholar
[14] Livne E., “Integrated Aeroservoelastic Optimization: Status and Direction,” Journal of Aircraft, Vol. 36, No. 1, 1999, pp. 122–145. doi:https://doi.org/10.2514/2.2419 JAIRAM 0021-8669 Link Google Scholar
[15] Jansen P., Perez R. E. and Martins J. R. R. A., “Aerostructural Optimization of Nonplanar Lifting Surfaces,” Journal of Aircraft, Vol. 47, No. 5, 2010, pp. 1491–1503. doi:https://doi.org/10.2514/1.44727 JAIRAM 0021-8669 Link Google Scholar
[16] Ning S. A. and Kroo I., “Multidisciplinary Considerations in the Design of Wings and Wing Tip Devices,” Journal of Aircraft, Vol. 47, No. 2, 2010, pp. 534–543. doi:https://doi.org/10.2514/1.41833 JAIRAM 0021-8669 Link Google Scholar
[17] Kroo I. M., Altus S., Braun R. D., Gage P. J. and Sobieski I. P., “Multidisciplinary Optimization Methods for Aircraft Preliminary Design,” Proceedings of the AIAA 5th Symposium on Multidisciplinary Analysis and Optimization, AIAA Paper 1994-4325, Panama City Beach, FL , 1994. Google Scholar
[18] Manning V. M., “Large-Scale Design of Supersonic Aircraft via Collaborative Optimization,” Ph.D. Thesis, Stanford Univ., Stanford, CA, 1999. Google Scholar
[19] Antoine N. E. and Kroo I. M., “Framework for Aircraft Conceptual Design and Environmental Performance Studies,” AIAA Journal, Vol. 43, No. 10, 2005, pp. 2100–2109. doi:https://doi.org/10.2514/1.13017 AIAJAH 0001-1452 Link Google Scholar
[20] Henderson R. P., Martins J. R. R. A. and Perez R. E., “Aircraft Conceptual Design for Optimal Environmental Performance,” The Aeronautical Journal, Vol. 116, No. 1175, Jan. 2012, pp. 1–22. Crossref Google Scholar
[21] Alonso J. J. and Colonno M. R., “Multidisciplinary Optimization with Applications to Sonic-Boom Minimization,” Annual Review of Fluid Mechanics, Vol. 44, No. 1, 2012, pp. 505–526. doi:https://doi.org/10.1146/annurev-fluid-120710-101133 ARVFA3 0066-4189 Crossref Google Scholar
[22] Balling R. and Rawlings M. R., “Collaborative Optimization with Disciplinary Conceptual Design,” Structural and Multidisciplinary Optimization, Vol. 20, No. 3, 2000, pp. 232–241. doi:https://doi.org/10.1007/s001580050151 Crossref Google Scholar
[23] Choudhary R., Malkawi A. and Papalambros P. Y., “Analytic Target Cascading in Simulation- Based Building Design,” Automation in Construction, Vol. 14, No. 4, 2005, pp. 551–568. doi:https://doi.org/10.1016/j.autcon.2004.11.004 AUCOES 0926-5805 Crossref Google Scholar
[24] Geyer P., “Component-Oriented Decomposition for Multidisciplinary Design Optimization in Building Design,” Advanced Engineering Informatics, Vol. 23, No. 1, 2009, pp. 12–31. doi:https://doi.org/10.1016/j.aei.2008.06.008 Crossref Google Scholar
[25] He Y. and McPhee J., “Multidisciplinary Optimization of Multibody Systems with Application to the Design of Rail Vehicles,” Multibody System Dynamics, Vol. 14, No. 2, 2005, pp. 111–135. doi:https://doi.org/10.1007/s11044-005-4310-0 Crossref Google Scholar
[26] Enblom R., “Two-Level Numerical Optimization of Ride Comfort in Railway Vehicles,” Journal of Rail and Rapid Transit, Vol. 220, No. 1, 2006, pp. 1–11. doi:https://doi.org/10.1243/095440905X33279 Crossref Google Scholar
[27] Potsaid B., Bellouard Y. and Wen J. T.-Y., “A Multidisciplinary Design and Optimization Methodology for the Adaptive Scanning Optical Microscope (ASOM),” Proceedings of the SPIE, Vol. 6289, 2006, pp. 62890L1–62890L12. doi:https://doi.org/10.1117/12.680450 Crossref Google Scholar
[28] McAllister C. D. and Simpson T. W., “Multidisciplinary Robust Design Optimization of an Internal Combustion Engine,” Journal of Mechanical Design, Vol. 125, No. 1, 2003, pp. 124–130. doi:https://doi.org/10.1115/1.1543978 Crossref Google Scholar
[29] Kokkolaras M., Louca L. S., Delagrammatikas G. J., Michelena N. F., Filipi Z. S., Papalambros P. Y., Stein J. L. and Assanis D. N., “Simulation-Based Optimal Design of Heavy Trucks by Model- Based Decomposition: An Extensive Analytical Target Cascading Case Study,” International Journal of Heavy Vehicle Systems, Vol. 11, No. 3/4, 2004, pp. 403–433. doi:https://doi.org/10.1504/IJHVS.2004.005456 Crossref Google Scholar
[30] Peri D. and Campana E. F., “Multidisciplinary Design Optimization of a Naval Surface Combatant,” Journal of Ship Research, Vol. 47, No. 1, 2003, pp. 1–12. JSRHAR 0022-4502 Google Scholar
[31] Kalavalapally R., Penmetsa R. and Grandhi R., “Multidisciplinary Optimization of a Lightweight Torpedo Structure Subjected to an Underwater Explosion,” Finite Elements in Analysis and Design, Vol. 43, No. 2, 2006, pp. 103–111. doi:https://doi.org/10.1016/j.finel.2006.07.005 FEADEU 0168-874X Crossref Google Scholar
[32] Takekoshi Y., Kawamura T., Yamaguchi H., Maeda M., Ishii N., Kimura K., Taketani T. and Fujii A., “Study on the Design of Propeller Blade Sections Using the Optimization Algorithm,” Journal of Marine Science and Technology, Vol. 10, No. 2, 2005, pp. 70–81. doi:https://doi.org/10.1007/s00773-005-0197-y Crossref Google Scholar
[33] Young Y., Baker J. and Motley M., “Reliability-Based Design and Optimization of Adaptive Marine Structures,” Composite Structures, Vol. 92, No. 2, 2010, pp. 244–253. doi:https://doi.org/10.1016/j.compstruct.2009.07.024 COMSE2 0263-8223 Crossref Google Scholar
[34] Ganguli R., “Survey of Recent Developments in Rotorcraft Design Optimization,” Journal of Aircraft, Vol. 41, No. 3, 2004, pp. 493–510. doi:https://doi.org/10.2514/1.58 JAIRAM 0021-8669 Link Google Scholar
[35] Glaz B., Friedmann P. P. and Liu L., “Helicopter Vibration Reduction Throughout the Entire Flight Envelope Using Surrogate-Based Optimization,” Journal of the American Helicopter Society, Vol. 54, No. 1, 2009, pp. 12007-1–12007-15. doi:https://doi.org/10.4050/JAHS.54.012007 JHESAK 0002-8711 Crossref Google Scholar
[36] Fuglsang P. and Madsen H., “Optimization Method for Wind Turbine Rotors,” Journal of Wind Engineering and Industrial Aerodynamics, Vol. 80, Nos. 1–2, 1999, pp. 191–206. doi:https://doi.org/10.1016/S0167-6105(98)00191-3 JWEAD6 0167-6105 Crossref Google Scholar
[37] Fuglsang P., Bak C., Schepers J. G., Bulder B., Cockerill T. T., Claiden P., Olesen A. and van Rossen R., “Site-Specific Design Optimization of Wind Turbines,” Wind Energy, Vol. 5, No. 4, 2002, pp. 261–279. doi:https://doi.org/10.1002/we.61 WENTEO Crossref Google Scholar
[38] Kenway G. and Martins J. R. R. A., “Aerostructural Shape Optimization of Wind Turbine Blades Considering Site-Specific Winds,” 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Sept. 2008.doi:https://doi.org/10.2514/6.2008-6025 Link Google Scholar
[39] Braun R. D., Moore A. A. and Kroo I. M., “Collaborative Approach to Launch Vehicle Design,” Journal of Spacecraft and Rockets, Vol. 34, No. 4, 1997, pp. 478–486. doi:https://doi.org/10.2514/2.3237 JSCRAG 0022-4650 Link Google Scholar
[40] Cai G., Fang J., Zheng Y., Tong X., Chen J. and Wang J., “Optimization of System Parameters for Liquid Rocket Engines with Gas-Generator Cycles,” Journal of Propulsion and Power, Vol. 26, No. 1, 2010, pp. 113–119. doi:https://doi.org/10.2514/1.40649 JPPOEL 0748-4658 Link Google Scholar
[41] Hwang J. T., Lee D. Y., Cutler J. and Martins J. R. R. A., “Large-Scale MDO of a Small Satellite Using a Novel Framework for the Solution of Coupled Systems and Their Derivatives,” Proceedings of the 54th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, Boston, MA , April 2013.doi:https://doi.org/10.2514/6.2013-1599 Link Google Scholar
[42] Zingg D. W., Nemec M. and Pulliam T. H., “A Comparative Evaluation of Genetic and Gradient-Based Algorithms Applied to Aerodynamic Optimization,” European Journal of Computational Mechanics, Vol. 17, Nos. 1–2, Jan. 2008, pp. 103–126. doi:https://doi.org/10.2514/1.40649 Crossref Google Scholar
[43] Nocedal J. and Wright S. J., Numerical Optimization, 2nd ed., Springer–Verlag, New York, 2006, p. 321. Google Scholar
[44] Tappeta R. V. and Renaud J. E., “Multiobjective Collaborative Optimization,” Journal of Mechanical Design, Vol. 119, No. 3, 1997, pp. 403–411. doi:https://doi.org/10.1115/1.2826362 Crossref Google Scholar
[45] Lewis K. and Mistree F., “The Other Side of Multidisciplinary Design Optimization: Accommodating a Multiobjective, Uncertain and Non-Deterministic World,” Engineering Optimization, Vol. 31, No. 2, 1998, pp. 161–189. doi:https://doi.org/10.1080/03052159808941369 EGOPAX 0305-215X Crossref Google Scholar
[46] Miettinen K. M., Nonlinear Multiobjective Optimization, Kluwer Academic, Norwell, MA, 1998. Crossref Google Scholar
[47] Haftka R. T. and Watson L. T., “Decomposition Theory for Multidisciplinary Design Optimization Problems with Mixed Integer Quasiseparable Subsystems,” Optimization and Engineering, Vol. 7, No. 2, 2006, pp. 135–149. doi:https://doi.org/10.1007/s11081-006-6836-2 OEPNBR 1389-4420 Crossref Google Scholar
[48] Michalek J. J. and Papalambros P. Y., “BB-ATC: Analytical Target Cascading Using Branch and Bound for Mixed Integer Nonlinear Programming,” Proceedings of the ASME Design Engineering Technical Conference, Philadelphia, PA , DET2006/DAC-99040, 2006. Google Scholar
[49] Zadeh P. M., Toropov V. V. and Wood A. S., “Metamodel-Based Collaborative Optimization Framework,” Structural and Multidisciplinary Optimization, Vol. 38, No. 2, 2009, pp. 103–115. doi:https://doi.org/10.1007/s00158-008-0286-8 Crossref Google Scholar
[50] Conn A. R., Schienburg K. and Vicente L. N., Introduction to Derivative-Free Optimization, Society for Industrial and Applied Mathematics, Philadelphia, 2009. Crossref Google Scholar
[51] Rao S. S., “Game Theory Approach for Multiobjective Structural Optimization,” Computers and Structures, Vol. 25, No. 1, 1987, pp. 119–127. doi:https://doi.org/10.1016/0045-7949(87)90223-9 CMSTCJ 0045-7949 Crossref Google Scholar
[52] Lewis K. and Mistree F., “Modeling Interactions in Multidisciplinary Design: A Game Theoretic Approach,” AIAA Journal, Vol. 35, No. 8, 1997, pp. 1387–1392. doi:https://doi.org/10.2514/2.248 AIAJAH 0001-1452 Link Google Scholar
[53] Honda T., Cucci F. and Yang M. C., “Achieving Pareto Optimality in a Decentralized Design Environment,” Proceedings of the International Conference on Engineering Design, Stanford, CA , Aug. 2009. Google Scholar
[54] Sobieszczanski–Sobieski J., Altus T. D., Phillips M. and Sandusky R. R.,, “Bilevel Integrated System Synthesis for Concurrent and Distributed Processing,” AIAA Journal, Vol. 41, No. 10, 2003, pp. 1996–2003. doi:https://doi.org/10.2514/2.1889 AIAJAH 0001-1452 Link Google Scholar
[55] Tosserams S., Kokkolaras M., Etman L. F. P. and Rooda J. E., “A Nonhierarchical Formulation of Analytical Target Cascading,” Journal of Mechanical Design, Vol. 132, No. 5, 2010, pp. 051002-1–051002-13. doi:https://doi.org/10.1115/1.4001346 Crossref Google Scholar
[56] Roth B. and Kroo I., “Enhanced Collaborative Optimization: Application to an Analytic Test Problem and Aircraft Design,” 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, AIAA Paper 2008-5841, Sept. 2008. Link Google Scholar
[57] Agte J., de Weck O., Sobieszczanski–Sobieski J., Arendsen P., Morris A. and Spieck M., “MDO: Assessment and Direction for Advancement, An Opinion of One International Group,” Structural and Multidisciplinary Optimization, Vol. 40, Nos. 1–6, 2010, pp. 17–33. doi:https://doi.org/10.1007/s00158-009-0381-5 Crossref Google Scholar
[58] Kim H. M., Michelena N. F., Papalambros P. Y. and Jiang T., “Target Cascading in Optimal System Design,” Journal of Mechanical Design, Vol. 125, No. 3, 2003, pp. 474–480. doi:https://doi.org/10.1115/1.1582501 Crossref Google Scholar
[59] Michelena N. F., Park H. and Papalambros P. Y., “Convergence Properties of Analytical Target Cascading,” AIAA Journal, Vol. 41, No. 5, 2003, pp. 897–905. doi:https://doi.org/10.2514/2.2025 AIAJAH 0001-1452 Link Google Scholar
[60] Michalek J. J. and Papalambros P. Y., “An Efficient Weighting Update Method to Achieve Acceptable Consistency Deviation in Analytical Target Cascading,” Journal of Mechanical Design, Vol. 127, No. 2, 2005, pp. 206–214. doi:https://doi.org/10.1115/1.1830046 Crossref Google Scholar
[61] Cramer E. J., Dennis J. E.,, Frank P. D., Lewis R. M. and Shubin G. R., “Problem Formulation for Multidisciplinary Optimization,” SIAM Journal on Optimization, Vol. 4, No. 4, 1994, pp. 754–776. doi:https://doi.org/10.1137/0804044 SJOPE8 1095-7189 Crossref Google Scholar
[62] Alexandrov N. M. and Lewis R. M., “Analytical and Computational Aspects of Collaborative Optimization for Multidisciplinary Design,” AIAA Journal, Vol. 40, No. 2, 2002, pp. 301–309. doi:https://doi.org/10.2514/2.1646 AIAJAH 0001-1452 Link Google Scholar
[63] Alexandrov N. M. and Lewis R. M., “Reconfigurability in MDO Problem Synthesis, Part 1,” 10th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, AIAA Paper 2004-4307, Sept. 2004. Link Google Scholar
[64] Alexandrov N. M. and Lewis R. M., “Reconfigurability in MDO Problem Synthesis, Part 2,” 10th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, AIAA Paper 2004-4308, Sept. 2004. Link Google Scholar
[65] Wujek B. A., Renaud J. E., Batill S. M. and Brockman J. B., “Concurrent Subspace Optimization Using Design Variable Sharing in a Distributed Computing Environment,” Concurrent Engineering: Research and Applications, Vol. 4, No. 4, 1996, pp. 361–377. doi:https://doi.org/10.1177/1063293X9600400405 CRAPEM 1063-293X Crossref Google Scholar
[66] Haftka R. T. and Watson L. T., “Multidisciplinary Design Optimization with Quasiseparable Subsystems,” Optimization and Engineering, Vol. 6, No. 1, 2005, pp. 9–20. doi:https://doi.org/10.1023/B:OPTE.0000048534.58121.93 OEPNBR 1389-4420 Crossref Google Scholar
[67] Sobieszczanski-Sobieski J. and Haftka R. T., “Multidisciplinary Aerospace Design Optimization: Survey of Recent Developments,” Structural Optimization, Vol. 14, No. 1, 1997, pp. 1–23. doi:https://doi.org/10.1007/BF01197554 SOPTEQ 0934-4373 Crossref Google Scholar
[68] Kodiyalam S. and Sobieszczanski–Sobieski J., “Bilevel Integrated System Synthesis with Response Surfaces,” AIAA Journal, Vol. 38, No. 8, 2000, pp. 1479–1485. doi:https://doi.org/10.2514/2.1126 AIAJAH 0001-1452 Link Google Scholar
[69] Sellar R. S., Batill S. M. and Renaud J. E., “Response Surface Based, Concurrent Subspace Optimization for Multidisciplinary System Design,” 34th AIAA Aerospace Sciences and Meeting Exhibit, AIAA Paper 1996-0714, Jan. 1996. Link Google Scholar
[70] Sobieszczanski–Sobieski J., Agte J. S. and Sandusky R. R.,, “Bilevel Integrated System Synthesis,” AIAA Journal, Vol. 38, No. 1, 2000, pp. 164–172. doi:https://doi.org/10.2514/2.937 AIAJAH 0001-1452 Link Google Scholar
[71] Shin M.-K. and Park G.-J., “Multidisciplinary Design Optimization Based on Independent Subspaces,” International Journal for Numerical Methods in Engineering, Vol. 64, 2005, pp. 599–617. doi:https://doi.org/10.1002/(ISSN)1097-0207 IJNMBH 0029-5981 Crossref Google Scholar
[72] DeMiguel V. and Murray W., “A Local Convergence Analysis of Bilevel Decomposition Algorithms,” Optimization and Engineering, Vol. 7, No. 2, 2006, pp. 99–133. doi:https://doi.org/10.1007/s11081-006-6835-3 OEPNBR 1389-4420 Crossref Google Scholar
[73] Braun R. D. and Kroo I. M., “Development and Application of the Collaborative Optimization Architecture in a Multidisciplinary Design Environment,” Multidisciplinary Design Optimization: State-of-the-Art, edited by Alexandrov N. and Hussaini M. Y., Society for Industrial and Applied Mathematics, Philadelphia, 1997, pp. 98–116. Google Scholar
[74] Kroo I. M., “MDO for Large-Scale Design,” Multidisciplinary Design Optimization: State-of-the-Art, edited by Alexandrov N. and Hussaini M. Y., Society for Industrial and Applied Mathematics, Philadelphia, 1997, pp. 22–44. Google Scholar
[75] Sobieski I. P. and Kroo I. M., “Collaborative Optimization Using Response Surface Estimation,” AIAA Journal, Vol. 38, No. 10, 2000, pp. 1931–1938. doi:https://doi.org/10.2514/2.847 AIAJAH 0001-1452 Link Google Scholar
[76] Chittick I. R. and Martins J. R. R. A., “Aero-Structural Optimization Using Adjoint Coupled Post Optimality Sensitivities,” Structural and Multidisciplinary Optimization, Vol. 36, No. 1, 2008, pp. 59–70. doi:https://doi.org/10.1007/s00158-007-0200-9 Crossref Google Scholar
[77] Haftka R. T., Sobieszczanski–Sobieski J. and Padula S. L., “On Options for Interdisciplinary Analysis and Design Optimization,” Structural Optimization, Vol. 4, No. 2, 1992, pp. 65–74. doi:https://doi.org/10.1007/BF01759919 SOPTEQ 0934-4373 Crossref Google Scholar
[78] Balling R. J. and Sobieszczanski–Sobieski J., “Optimization of Coupled Systems: A Critical Overview of Approaches,” AIAA Journal, Vol. 34, No. 1, 1996, pp. 6–17. doi:https://doi.org/10.2514/3.13015 AIAJAH 0001-1452 Link Google Scholar
[79] Alexandrov N. and Hussaini M. Y. (eds.), Multidisciplinary Design Optimization: State-of-the-Art, Society for Industrial and Applied Mathematics, Philadelphia, 1997, pp. 22–44. Google Scholar
[80] Alexandrov N. M., “Multilevel Methods for MDO,” Multidisciplinary Design Optimization: State-of-the-Art, edited by Alexandrov N. M. and Hussaini M. Y., Society for Industrial and Applied Mathematics, Philadelphia, 1997, pp. 79–89. Google Scholar
[81] Balling R. J., “Approaches to MDO Which Support Disciplinary Autonomy,” Multidisciplinary Design Optimization: State-of-the-Art, edited by Alexandrov N. M. and Hussaini M. Y., Society for Industrial and Applied Mathematics, Philadelphia, 1997, pp. 90–97. Google Scholar
[82] Willcox K. and Wakayama S., “Simultaneous Optimization of a Multiple-Aircraft Family,” Journal of Aircraft, Vol. 40, No. 4, 2003, pp. 616–622. doi:https://doi.org/10.2514/2.3156 JAIRAM 0021-8669 Link Google Scholar
[83] Piperni P., Abdo M., Kafyeke F. and Isikveren A. T., “Preliminary Aerostructural Optimization of a Large Business Jet,” Journal of Aircraft, Vol. 44, No. 5, 2007, pp. 1422–1438. doi:https://doi.org/10.2514/1.26989 JAIRAM 0021-8669 Link Google Scholar
[84] Simpson T. W. and Martins J. R. R. A., “Multidisciplinary Design Optimization for Complex Engineered Systems Design: Report from an NSF Workshop,” Journal of Mechanical Design, Vol. 133, No. 10, Oct. 2011, pp. 101002-1–101002-10. doi:https://doi.org/10.1115/1.4004465 Crossref Google Scholar
[85] Tosserams S., Etman L. F. P. and Rooda J. E., “A Classification of Methods for Distributed System Optimization Based on Formulation Structure,” Structural and Multidisciplinary Optimization, Vol. 39, No. 5, 2009, pp. 503–517. doi:https://doi.org/10.1007/s00158-008-0347-z Crossref Google Scholar
[86] Lambe A. B. and Martins J. R. R. A., “Extensions to the Design Structure Matrix for the Description of Multidisciplinary Design, Analysis, and Optimization Processes,” Structural and Multidisciplinary Optimization, Vol. 46, No. 2, 2012, pp. 273–284. doi:https://doi.org/10.1007/s00158-012-0763-y Crossref Google Scholar
[87] Steward D. V., “The Design Structure Matrix: A Method for Managing the Design of Complex Systems,” IEEE Transactions on Engineering Management, Vol. 28, 1981, pp. 71–74. doi:https://doi.org/10.1109/TEM.1981.6448589 IEEMA4 0018-9391 Crossref Google Scholar
[88] Browning T. R., “Applying the Design Structure Matrix to System Decomposition and Integration Problems: A Review and New Directions,” IEEE Transactions on Engineering Management, Vol. 48, No. 3, 2001, pp. 292–306. doi:https://doi.org/10.1109/17.946528 IEEMA4 0018-9391 Crossref Google Scholar
[89] Haftka R. T., “Simultaneous Analysis and Design,” AIAA Journal, Vol. 23, No. 7, 1985, pp. 1099–1103. doi:https://doi.org/10.2514/3.9043 AIAJAH 0001-1452 Link Google Scholar
[90] Schmit L. A., and Ramanathan R. K., “Multilevel Approach to Minimum Weight Design Including Buckling Constraints,” AIAA Journal, Vol. 16, No. 2, 1978, pp. 97–104. doi:https://doi.org/10.2514/3.60867 AIAJAH 0001-1452 Link Google Scholar
[91] Biegler L. T., Ghattas O., Heinkenschloss M. and van Bloemen Waanders B. (eds.), Large-Scale PDE-Constrained Optimization, Springer–Verlag, New York, 2003. Crossref Google Scholar
[92] Squire W. and Trapp G., “Using Complex Variables to Estimate Derivatives of Real Functions,” SIAM Review, Vol. 40, No. 1, 1998, pp. 110–112. doi:https://doi.org/10.1137/S003614459631241X SIREAD 0036-1445 Crossref Google Scholar
[93] Martins J. R. R. A., Sturdza P. and Alonso J. J., “The Complex-Step Derivative Approximation,” ACM Transactions on Mathematical Software, Vol. 29, No. 3, 2003, pp. 245–262. doi:https://doi.org/10.1145/838250 ACMSCU 0098-3500 Crossref Google Scholar
[94] Adelman H. M. and Haftka R. T., “Sensitivity Analysis of Discrete Structural Systems,” AIAA Journal, Vol. 24, No. 5, 1986, pp. 823–832. doi:https://doi.org/10.2514/3.48671 AIAJAH 0001-1452 Link Google Scholar
[95] Jameson A., “Aerodynamic Design via Control Theory,” Journal of Scientific Computing, Vol. 3, No. 3, 1988, pp. 233–260. doi:https://doi.org/10.1007/BF01061285 JSCOEB 0885-7474 Crossref Google Scholar
[96] Giles M. B., Duta M. C., Muller J.-D. and Pierce N. A., “Algorithm Developments for Discrete Adjoint Methods,” AIAA Journal, Vol. 41, No. 2, 2003, pp. 198–205. doi:https://doi.org/10.2514/2.1961 AIAJAH 0001-1452 Link Google Scholar
[97] van Keulen F., Haftka R. and Kim N., “Review of Options for Structural Design Sensitivity Analysis. Part 1: Linear Systems,” Computer Methods in Applied Mechanics and Engineering, Vol. 194, Nos. 30–33, 2005, pp. 3213–3243. doi:https://doi.org/10.1016/j.cma.2005.02.002 CMMECC 0045-7825 Crossref Google Scholar
[98] Mader C. A., Martins J. R. R. A., Alonso J. J. and van der Weide E., “ADjoint: An Approach for the Rapid Development of Discrete Adjoint Solvers,” AIAA Journal, Vol. 46, No. 4, 2008, pp. 863–873. doi:https://doi.org/10.2514/1.29123 AIAJAH 0001-1452 Link Google Scholar
[99] Martins J. R. R. A., Alonso J. J. and Reuther J. J., “A Coupled-Adjoint Sensitivity Analysis Method for High-Fidelity Aero-Structural Design,” Optimization and Engineering, Vol. 6, No. 1, 2005, pp. 33–62. doi:https://doi.org/10.1023/B:OPTE.0000048536.47956.62 OEPNBR 1389-4420 Crossref Google Scholar
[100] Barcelos M., Bavestrello H. and Maute K., “A Schur-Newton-Krylov Solver for Steady-State Aeroelastic Analysis and Design Sensitivity Analysis,” Computer Methods in Applied Mechanics and Engineering, Vol. 195, Nos. 17–18, 2006, pp. 2050–2069. doi:https://doi.org/10.1016/j.cma.2004.09.013 CMMECC 0045-7825 Crossref Google Scholar
[101] Hicken J. and Zingg D., “Aerodynamic Optimization Algorithm with Integrated Geometry Parameterization and Mesh Movement,” AIAA Journal, Vol. 48, No. 2, Feb. 2009, pp. 400–413. doi:https://doi.org/10.2514/1.44033 AIAJAH 0001-1452 Link Google Scholar
[102] Martins J. R. R. A. and Hwang J. T., “Review and Unification of Methods for Computing Derivatives of Multidisciplinary Computational Models,” AIAA Journal, 2013. doi:https://doi.org/10.2514/1.J052184. AIAJAH 0001-1452 Link Google Scholar
[103] Bloebaum C., “Coupling Strength-Based System Reduction for Complex Engineering Design,” Structural Optimization, Vol. 10, No. 2, 1995, pp. 113–121. doi:https://doi.org/10.1007/BF01743538 SOPTEQ 0934-4373 Crossref Google Scholar
[104] Kennedy G. J. and Martins J. R. R. A., “Parallel Solution Methods for Aerostructural Analysis and Design Optimization,” 13th AIAA/ISSMO Multidisciplinary Analysis Optimization Conference, AIAA Paper 2010-9308, Sept. 2010. Link Google Scholar
[105] Vanderplaats G. N., “An Efficient Feasible Directions Algorithm for Design Synthesis,” AIAA Journal, Vol. 22, No. 11, 1984, pp. 1633–1640. doi:https://doi.org/10.2514/3.8829 AIAJAH 0001-1452 Link Google Scholar
[106] Gill P. E., Murray W. and Saunders M. A., “SNOPT: An SQP Algorithm for Large-Scale Constrained Optimization,” SIAM Review, Vol. 47, No. 1, 2005, pp. 99–131. doi:https://doi.org/10.1137/S0036144504446096 SIREAD 0036-1445 Crossref Google Scholar
[107] Wright S. J., Primal-Dual Interior Point Methods, Society for Industrial and Applied Mathematics, Philadelphia, 1997. Crossref Google Scholar
[108] Sobieszczanski–Sobieski J., “Sensitivity of Complex, Internally Coupled Systems,” AIAA Journal, Vol. 28, No. 1, 1990, pp. 153–160. doi:https://doi.org/10.2514/3.10366 AIAJAH 0001-1452 Link Google Scholar
[109] Kenway G. K. W., Kennedy G. J. and Martins J. R. R. A., “A Scalable Parallel Approach for High-Fidelity Steady-State Aeroelastic Analysis and Derivative Computations,” AIAA Journal, 2013 (in press). Google Scholar
[110] Kenway G. K. W. and Martins J. R. R. A., “Multi-Point High-Fidelity Aerostructural Optimization of a Transport Aircraft Configuration,” Journal of Aircraft, 2013 (in press). Google Scholar
[111] Marriage C. J. and Martins J. R. R. A., “Reconfigurable Semi-Analytic Sensitivity Methods and MDO Architectures Within the $π MDO$ Framework,” 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, AIAA Paper 2008-5956, Sept. 2008. Link Google Scholar
[112] Martins J. R. R. A. and Hwang J. T., “Review and Unification of Discrete Methods for Computing Derivatives of Single- and Multi-Disciplinary Computational Models,” AIAA Journal (in press). Google Scholar
[113] Lasdon L. S., Optimization Theory for Large Systems, Macmillan, New York, 1970, pp. 104–143, Chap. 2. Google Scholar
[114] Conejo A. J., Nogales F. J. and Prieto F. J., “A Decomposition Procedure Based on Approximate Newton Directions,” Mathematical Programming, Vol. 93, No. 3, 2002, pp. 495–515. doi:https://doi.org/10.1007/s10107-002-0304-3 MHPGA4 1436-4646 Crossref Google Scholar
[115] Dantzig G. B. and Wolfe P., “Decomposition Principle for Linear Programs,” Operations Research, Vol. 8, No. 1, 1960, pp. 101–111. doi:https://doi.org/10.1287/opre.8.1.101 OPREAI 0030-364X Crossref Google Scholar
[116] Benders J. F., “Partitioning Procedures for Solving Mixed Variables Programming Problems,” Numerische Mathematik, Vol. 4, No. 1, 1962, pp. 238–252. doi:https://doi.org/10.1007/BF01386316 NUMMA7 0029-599X Crossref Google Scholar
[117] Michelena N. F. and Papalambros P. Y., “A Network Reliability Approach to Optimal Decomposition of Design Problems,” Journal of Mechanical Design, Vol. 117, No. 3, 1995, pp. 433–440. doi:https://doi.org/10.1115/1.2826697 Crossref Google Scholar
[118] Michelena N. F. and Papalambros P. Y., “A Hypergraph Framework for Optimal Model-Based Decomposition of Design Problems,” Computational Optimization and Applications, Vol. 8, No. 2, 1997, pp. 173–196. doi:https://doi.org/10.1023/A:1008673321406 CPPPEF 0926-6003 Crossref Google Scholar
[119] Tosserams S., Hofkamp A. T., Etman L. F. P. and Rooda J. E., “A Specification Language for Problem Partitioning in Decomposition-Based Design Optimization,” Structural and Multidisciplinary Optimization, Vol. 42, No. 5, 2010, pp. 707–723. doi:https://doi.org/10.1007/s00158-010-0512-z Crossref Google Scholar
[120] Bertsekas D. P. and Tsitsiklis J. N., Parallel and Distributed Computation: Numerical Methods, Athena Scientific, Belmont, MA, 1997, pp. 88–104. Google Scholar
[121] Zadeh P. M. and Toropov V. V., “Multi-Fidelity Multidisciplinary Design Optimization Based on Collaborative Optimization Framework,” 9th AIAA/ISSMO Symposium on Multidisciplinary Analysis and Optimization, AIAA Paper 2002-5504, Sept. 2002. Link Google Scholar
[122] Robinson T. D., Willcox K. E., Eldred M. S. and Haimes R., “Multifidelity Optimization for Variable Complexity Design,” 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, AIAA Paper 2006-7114, Sept. 2006. Link Google Scholar
[123] Chittick I. R. and Martins J. R. R. A., “An Asymmetric Suboptimization Approach to Aerostructural Optimization,” Optimization and Engineering, Vol. 10, No. 1, 2009, pp. 133–152. doi:https://doi.org/10.1007/s11081-008-9046-2 OEPNBR 1389-4420 Crossref Google Scholar
[124] Alexandrov N. M. and Lewis R. M., “Comparative Properties of Collaborative Optimization and Other Approaches to MDO,” NASA Technical Rept. CR-1999-209354, Hampton, VA, July 1999. Google Scholar
[125] De Wit A. J. and Van Keulen F., “Overview of Methods for Multilevel and/or Multidisciplinary Optimization,” 51st AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, AIAA Paper 2010-2914, April 2010. Google Scholar
[126] Geethaikrishnan C., Mujumdar P. M., Sudhakar K. and Adimurthy V., “A Hybrid MDO Architecture for Launch Vehicle Conceptual Design,” 51st AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, AIAA Paper 2010-2757, April 2010. Link Google Scholar
[127] Sobieszczanski–Sobieski J., “Optimization by Decomposition: A Step from Hierarchic to Non- Hierarchic Systems,” NASA Langley Research Center TR-CP-3031, Hampton, VA, Sept. 1988. Google Scholar
[128] Bloebaum C. L., Hajela P. and Sobieszczanski–Sobieski J., “Non-Hierarchic System Decomposition in Structural Optimization,” Engineering Optimization, Vol. 19, No. 3, 1992, pp. 171–186. doi:https://doi.org/10.1080/03052159208941227 EGOPAX 0305-215X Crossref Google Scholar
[129] Shankar J., Ribbens C. J., Haftka R. T. and Watson L. T., “Computational Study of a Nonhierarchical Decomposition Algorithm,” Computational Optimization and Applications, Vol. 2, No. 3, 1993, pp. 273–293. doi:https://doi.org/10.1007/BF01299452 CPPPEF 0926-6003 Crossref Google Scholar
[130] Renaud J. E. and Gabriele G. A., “Approximation in Non-Hierarchic System Optimization,” AIAA Journal, Vol. 32, No. 1, 1994, pp. 198–205. doi:https://doi.org/10.2514/3.11967 AIAJAH 0001-1452 Link Google Scholar
[131] Renaud J. E. and Gabriele G. A., “Improved Coordination in Nonhierarchic System Optimization,” AIAA Journal, Vol. 31, No. 12, 1993, pp. 2367–2373. doi:https://doi.org/10.2514/3.11938 AIAJAH 0001-1452 Link Google Scholar
[132] Parashar S. and Bloebaum C. L., “Multi-Objective Genetic Algorithm Concurrent Subspace Optimization (MOGACSSO) for Multidisciplinary Design,” 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, AIAA Paper 2006-2047, May 2006. Link Google Scholar
[133] Huang C.-H., Galuski J. and Bloebaum C. L., “Multi-Objective Pareto Concurrent Subspace Optimization for Multidisciplinary Design,” AIAA Journal, Vol. 45, No. 8, 2007, pp. 1894–1906. doi:https://doi.org/10.2514/1.19972 AIAJAH 0001-1452 Link Google Scholar
[134] Zhang K.-S., Han Z.-H., Li W.-J. and Song W.-P., “Bilevel Adaptive Weighted Sum Method for Multidisciplinary Multi-Objective Optimization,” AIAA Journal, Vol. 46, No. 10, 2008, pp. 2611–2622. doi:https://doi.org/10.2514/1.36853 AIAJAH 0001-1452 Link Google Scholar
[135] Parashar S. and Bloebaum C. L., “Robust Multi-Objective Genetic Algorithm Concurrent Subspace Optimization (R-MOGACSSO) for Multidisciplinary Design,” 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, AIAA Paper 2006-6907, Sept. 2006. Link Google Scholar
[136] Tappeta R. V., Nagendra S. and Renaud J. E., “A Multidisciplinary Design Optimization Approach for High Temperature Aircraft Engine Components,” Structural Optimization, Vol. 18, Nos. 2–3, 1999, pp. 134–145. doi:https://doi.org/10.1007/BF01195988 SOPTEQ 0934-4373 Crossref Google Scholar
[137] Perez R. E., Liu H. H. T. and Behdinan K., “Evaluation of Multidisciplinary Optimization Approaches for Aircraft Conceptual Design,” 10th AIAA/ISSMO Muldisciplinary Analysis and Optimization Conference, AIAA Paper 2004-4537, Aug. 2004. Link Google Scholar
[138] Yi S. I., Shin J. K. and Park G. J., “Comparison of MDO Methods with Mathematical Examples,” Structural and Multidisciplinary Optimization, Vol. 39, No. 5, 2008, pp. 391–402. doi:https://doi.org/10.1007/s00158-007-0150-2 Crossref Google Scholar
[139] Tedford N. P. and Martins J. R. R. A., “Benchmarking Multidisciplinary Design Optimization Algorithms,” Optimization and Engineering, Vol. 11, No. 1, 2010, pp. 159–183. doi:https://doi.org/10.1007/s11081-009-9082-6 OEPNBR 1389-4420 Crossref Google Scholar
[140] de Wit A. J. and van Keulen F., “Numerical Comparison of Multi-Level Optimization Techniques,” 48th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, AIAA Paper 2007-1895, April 2007. Link Google Scholar
[141] Braun R. D., “Collaborative Optimization: An Architecture for Large-Scale Distributed Design,” Ph.D. Thesis, Stanford Univ., Stanford, CA, 1996. Google Scholar
[142] Braun R. D., Gage P. J., Kroo I. M. and Sobieski I. P., “Implementation and Performance Issues in Collaborative Optimization,” 6th AIAA/USAF/NASA/ISSMO Multidisciplinary Analysis and Optimization Symposium, AIAA Paper 1996-4017, Sept. 1996. Link Google Scholar
[143] DeMiguel A.-V. and Murray W., “An Analysis of Collaborative Optimization Methods,” 8th AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization, AIAA Paper 2000-4720, 2000. Link Google Scholar
[144] Lin J. G., “Analysis and Enhancement of Collaborative Optimization for Multidisciplinary Design,” AIAA Journal, Vol. 42, No. 2, 2004, pp. 348–360. doi:https://doi.org/10.2514/1.9098 AIAJAH 0001-1452 Link Google Scholar
[145] Fiacco A. V. and McCormick G. P., Nonlinear Programming: Sequential Unconstrained Minimization Techniques, Society for Industrial and Applied Mathematics, Philadelphia, 1990, pp. 53–72. Crossref Google Scholar
[146] Brown N. F. and Olds J. R., “Evaluation of Multidisciplinary Optimization Techniques Applied to a Reusable Launch Vehicle,” Journal of Spacecraft and Rockets, Vol. 43, No. 6, 2006, pp. 1289–1300. doi:https://doi.org/10.2514/1.16577 JSCRAG 0022-4650 Link Google Scholar
[147] Perez R. E., “A Multidisciplinary Optimization Framework for Flight Dynamics and Control Integration in Aircraft Design,” Ph.D. Thesis, Univ. of Toronto, Toronto, 2007. Google Scholar
[148] Marriage C., “Automatic Implementation of Multidisciplinary Design Optimization Architectures Using $π MDO$ ,” M.S. Thesis, Univ. of Toronto, Toronto, 2008. Google Scholar
[149] Li X., Li W. and Liu C., “Geometric Analysis of Collaborative Optimization,” Structural and Multidisciplinary Optimization, Vol. 35, No. 4, 2008, pp. 301–313. doi:https://doi.org/10.1007/s00158-007-0127-1 Crossref Google Scholar
[150] Budianto I. A. and Olds J. R., “Design and Deployment of a Satellite Constellation Using Collaborative Optimization,” Journal of Spacecraft and Rockets, Vol. 41, No. 6, 2004, pp. 956–963. doi:https://doi.org/10.2514/1.14254 JSCRAG 0022-4650 Link Google Scholar
[151] Ledsinger L. A. and Olds J. R., “Optimized Solutions for Kistler K-1 Branching Trajectories Using Multidisciplinary Design Optimization Techniques,” Journal of Spacecraft and Rockets, Vol. 39, No. 3, 2002, pp. 420–429. doi:https://doi.org/10.2514/2.3825 JSCRAG 0022-4650 Link Google Scholar
[152] Perez R. E., Liu H. H. T. and Behdinan K., “Multidisciplinary Optimization Framework for Control-Configuration Integration in Aircraft Conceptual Design,” Journal of Aircraft, Vol. 43, No. 6, 2006, pp. 1937–1948. doi:https://doi.org/10.2514/1.22263 JAIRAM 0021-8669 Link Google Scholar
[153] Allison J. T., Roth B., Kokkolaras M., Kroo I. M. and Papalambros P. Y., “Aircraft Family Design Using Decomposition-Based Methods,” 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, AIAA Paper 2006-6950, Sept. 2006. Link Google Scholar
[154] McAllister C. D., Simpson T. W., Hacker K., Lewis K. and Messac A., “Integrating Linear Physical Programming Within Collaborative Optimization for Multiobjective Multidisciplinary Design Optimization,” Structural and Multidisciplinary Optimization, Vol. 29, No. 3, 2005, pp. 178–189. doi:https://doi.org/10.1007/s00158-004-0481-1 Crossref Google Scholar
[155] Gu X., Renaud J. E., Ashe L. M., Batill S. M., Budhiraja A. S. and Krajewski L. J., “Decision-Based Collaborative Optimization,” Journal of Mechanical Design, Vol. 124, No. 1, 2002, pp. 1–13. doi:https://doi.org/10.1115/1.1432991 Crossref Google Scholar
[156] Gu X. S., Renaud J. E. and Penninger C. L., “Implicit Uncertainty Propagation for Robust Col-laborative Optimization,” Journal of Mechanical Design, Vol. 128, No. 4, 2006, pp. 1001–1013. doi:https://doi.org/10.1115/1.2205869 Crossref Google Scholar
[157] Huang H.-Z., Tao Y. and Liu Y., “Multidisciplinary Collaborative Optimization Using Fuzzy Satisfaction Degree and Fuzzy Sufficiency Degree Model,” Soft Computing, Vol. 12, No. 10, 2008, pp. 995–1005. doi:https://doi.org/10.1007/s00500-007-0268-6 Crossref Google Scholar
[158] Roth B. D., “Aircraft Family Design Using Enhanced Collaborative Optimization,” Ph.D. Thesis, Stanford Univ., Stanford, CA, 2008. Google Scholar
[159] Kodiyalam S., “Evaluation of Methods for Multidisciplinary Design Optimization (MDO), Phase I,” NASA CR-1998-208716, Sept. 1998. Google Scholar
[160] Kodiyalam S. and Yuan C., “Evaluation of Methods for Multidisciplinary Design Optimization (MDO), Part 2,” NASA CR-2000-210313, Nov. 2000. Google Scholar
[161] Conn A. R., Gould N. I. M. and Toint P. L., Trust Region Methods, Society for Industrial and Applied Mathematics, Philadelphia, 2000. Crossref Google Scholar
[162] Kim H., Ragon S., Soremekun G., Malone B. and Sobieszczanski–Sobieski J., “Flexible Approximation Model Approach for Bi-Level Integrated System Synthesis,” 10th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, AIAA Paper 2004-4545, Aug. 2004. Link Google Scholar
[163] Ahn J. and Kwon J. H., “An Efficient Strategy for Reliability-Based Multidisciplinary Design Optimization Using BLISS,” Structural and Multidisciplinary Optimization, Vol. 31, No. 5, 2006, pp. 363–372. doi:https://doi.org/10.1007/s00158-005-0565-6 Crossref Google Scholar
[164] LeGresley P. A. and Alonso J. J., “Improving the Performance of Design Decomposition Methods with POD,” 10th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, AIAA Paper 2004-4465, Aug. 2004. Link Google Scholar
[165] Berkooz G., Holmes P. and Lumley J. L., “The Proper Orthogonal Decomposition in the Analysis of Turbulent Flows,” Annual Review of Fluid Mechanics, Vol. 25, 1993, pp. 539–575. doi:https://doi.org/10.1146/annurev.fl.25.010193.002543 ARVFA3 0066-4189 Crossref Google Scholar
[166] Sobieszczanski–Sobieski J., “Integrated System-of-Systems Synthesis,” AIAA Journal, Vol. 46, No. 5, 2008, pp. 1072–1080. doi:https://doi.org/10.2514/1.27953 AIAJAH 0001-1452 Link Google Scholar
[167] Kim H. M., “Target Cascading in Optimal System Design,” Ph.D. Thesis, Univ. of Michigan, Ann Arbor, MI, 2001. Google Scholar
[168] Tosserams S., Etman L. F. P. and Rooda J. E., “Augmented Lagrangian Coordination for Distributed Optimal Design in MDO,” International Journal for Numerical Methods in Engineering, Vol. 73, 2008, pp. 1885–1910. doi:https://doi.org/10.1002/(ISSN)1097-0207 IJNMBH 0029-5981 Crossref Google Scholar
[169] Kim H. M., Chen W. and Wiecek M. M., “Lagrangian Coordination for Enhancing the Convergence of Analytical Target Cascading,” AIAA Journal, Vol. 44, No. 10, 2006, pp. 2197–2207. doi:https://doi.org/10.2514/1.15326 AIAJAH 0001-1452 Link Google Scholar
[170] Tosserams S., Etman L. F. P., Papalambros P. Y. and Rooda J. E., “An Augmented Lagrangian Relaxation for Analytical Target Cascading Using the Alternating Direction Method of Multipliers,” Structural and Multidisciplinary Optimization, Vol. 31, No. 3, 2006, pp. 176–189. doi:https://doi.org/10.1007/s00158-005-0579-0 Crossref Google Scholar
[171] Bertsekas D. P., Constrained Optimization and Lagrange Multiplier Methods, Athena Scientific, Belmont, MA, 1996, pp. 104–125. Google Scholar
[172] Li Y., Lu Z. and Michalek J. J., “Diagonal Quadratic Approximation for Parallelization of Analytical Target Cascading,” Journal of Mechanical Design, Vol. 130, No. 5, 2008, pp. 051402-1–051402-11. doi:https://doi.org/10.1115/1.2838334 Crossref Google Scholar
[173] Ruszczynski A., “On Convergence of an Augmented Lagrangian Decomposition Method for Sparse Convex Optimization,” Mathematics of Operations Research, Vol. 20, No. 3, 1995, pp. 634–656. doi:https://doi.org/10.1287/moor.20.3.634 MOREDQ 0364-765X Crossref Google Scholar
[174] Han J. and Papalambros P. Y., “A Sequential Linear Programming Coordination Algorithm for Analytical Target Cascading,” Journal of Mechanical Design, Vol. 132, No. 3, 2010, pp. 021003-1–021003-8. doi:https://doi.org/10.1115/1.4000758 Crossref Google Scholar
[175] Bazaara M. S., Sherali H. D. and Shetty C. M., Nonlinear Programming: Theory and Algorithms, Wiley, New York, 2006, pp. 568–576. Crossref Google Scholar
[176] Chen T.-Y., “Calculation of the Move Limits for the Sequential Linear Programming Method,” International Journal for Numerical Methods in Engineering, Vol. 36, No. 15, 1993, pp. 2661–2679. doi:https://doi.org/10.1002/(ISSN)1097-0207 IJNMBH 0029-5981 Crossref Google Scholar
[177] Han J. and Papalambros P. Y., “A Note on the Convergence of Analytical Target Cascading with Infinite Norms,” Journal of Mechanical Design, Vol. 132, No. 3, 2010, pp. 034502-1–034502-6. doi:https://doi.org/10.1115/1.4001001 Crossref Google Scholar
[178] Kokkolaras M., Fellini R., Kim H. M., Michelena N. F. and Papalambros P. Y., “Extension of the Target Cascading Formulation to the Design of Product Families,” Structural and Multidisciplinary Optimization, Vol. 24, No. 4, 2002, pp. 293–301. doi:https://doi.org/10.1007/s00158-002-0240-0 Crossref Google Scholar
[179] Kim H. M., Kokkolaras M., Louca L. S., Delagrammatikas G. J., Michelena N. F., Filipi Z. S., Papalambros P. Y., Stein J. L. and Assanis D. N., “Target Cascading in Vehicle Redesign: A Class VI Truck Study,” International Journal of Vehicle Design, Vol. 29, No. 3, 2002, pp. 199–225. doi:https://doi.org/10.1504/IJVD.2002.002010 IJVDDW 0143-3369 Crossref Google Scholar
[180] Kim H. M., Rideout D. G., Papalambros P. Y. and Stein J. L., “Analytical Target Cascading in Automotive Vehicle Design,” Journal of Mechanical Design, Vol. 125, No. 3, 2003, pp. 481–490. doi:https://doi.org/10.1115/1.1586308 Crossref Google Scholar
[181] Blouin V. Y., Fadel G. M., Haque I. U., Wagner J. R. and Samuels H. B., “Continuously Variable Transmission Design for Optimum Vehicle Performance by Analytical Target Cascading,” International Journal of Heavy Vehicle Systems, Vol. 11, No. 3/4, 2004, pp. 327–348. doi:https://doi.org/10.1504/IJHVS.2004.005454 Crossref Google Scholar
[182] Tajima J., Momiyama F. and Yuhara N., “A New Solution for Two-Bag Air Suspension System with Leaf Spring for Heavy-Duty Vehicle,” Vehicle System Dynamics, Vol. 44, No. 2, 2006, pp. 107–138. doi:https://doi.org/10.1080/00423110500385907 VSDYA4 0042-3114 Crossref Google Scholar
[183] Chen Y., Chen X. and Lin Y., “The Application of Analytical Target Cascading in Parallel Hybrid Electric Vehicle,” IEEE Vehicle Power and Propulsion Conference, IEEE Publ., Piscataway, NJ, 2009, pp. 1602–1607. Google Scholar
[184] Han J. and Papalambros P. Y., “Optimal Design of Hybrid Electric Fuel Cell Vehicles Under Uncer-tainty and Enterprise Considerations,” Journal of Fuel Cell Science and Technology, Vol. 7, No. 2, 2010, pp. 021020-1–021020-9. doi:https://doi.org/10.1115/1.3179762 Crossref Google Scholar
[185] Allison J. T., Walsh D., Kokkolaras M., Papalambros P. Y. and Cartmell M., “Analytical Target Cascading in Aircraft Design,” 44th AIAA Aerospace Sciences Meeting and Exhibit, AIAA Paper 2006-1325, Jan. 2006. Link Google Scholar
[186] Li Z., Kokkolaras M., Papalambros P. Y. and Hu S. J., “Product and Process Tolerance Allocation in Multistation Compliant Assembly Using Analytical Target Cascading,” Journal of Mechanical Design, Vol. 130, No. 9, 2008, pp. 091701-1–091701-9. doi:https://doi.org/10.1115/1.2943296 Crossref Google Scholar
[187] Huang G. Q. and Qu T., “Extending Analytical Target Cascading for Optimal Configuration of Supply Chains with Alternative Autonomous Suppliers,” International Journal of Production Economics, Vol. 115, No. 1, 2008, pp. 39–54. doi:https://doi.org/10.1016/j.ijpe.2008.04.008 Crossref Google Scholar
[188] Michalek J. J., Feinberg F. M. and Papalambros P. Y., “Linking Marketing and Engineering Product Design Decisions via Analytical Target Cascading,” Journal of Product Innovation Management, Vol. 22, No. 1, 2005, pp. 42–62. doi:https://doi.org/10.1111/jpim.2005.22.issue-1 JPIMDD 0737-6782 Crossref Google Scholar
[189] Huang G. Q., Qu T., Cheung D. W. L. and Liang L., “Extensible Multi-Agent System for Optimal Design of Complex Systems Using Analytical Target Cascading,” International Journal of Advanced Manufacturing Technology, Vol. 30, Nos. 1–10, 2006, pp. 917–926. doi:https://doi.org/10.1007/s00170-005-0064-3 IJATEA 1433-3051 Crossref Google Scholar
[190] Etman L. F. P., Kokkolaras M., Hofkamp A. T., Papalambros P. Y. and Rooda J. E., “Coordination Specification in Distributed Optimal Design of Multilevel Systems Using the $χ$ Language,” Structural and Multidisciplinary Optimization, Vol. 29, No. 3, 2005, pp. 198–212. doi:https://doi.org/10.1007/s00158-004-0467-z Crossref Google Scholar
[191] Kokkolaras M., Mourelatos Z. P. and Papalambros P. Y., “Design Optimization of Hierarchically Decomposed Multilevel Systems Under Uncertainty,” Journal of Mechanical Design, Vol. 128, No. 2, 2006, pp. 503–508. doi:https://doi.org/10.1115/1.2168470 Crossref Google Scholar
[192] Liu H., Chen W., Kokkolaras M., Papalambros P. Y. and Kim H. M., “Probabilistic Analytical Target Cascading: A Moment Matching Formulation for Multilevel Optimization Under Uncertainty,” Journal of Mechanical Design, Vol. 128, No. 4, 2006, pp. 991–1000. doi:https://doi.org/10.1115/1.2205870 Crossref Google Scholar
[193] Tosserams S., Etman L. F. P. and Rooda J. E., “Block-Separable Linking Constraints in Augmented Lagrangian Coordination in MDO,” Structural and Multidisciplinary Optimization, Vol. 37, No. 5, 2009, pp. 521–527. doi:https://doi.org/10.1007/s00158-008-0244-5 Crossref Google Scholar
[194] DeMiguel A.-V., “Two Decomposition Algorithms for Nonconvex Optimization Problems with Global Variables,” Ph.D. Thesis, Stanford Univ., Stanford, CA, 2001. Google Scholar
[195] Tosserams S., Etman L. F. P. and Rooda J. E., “An Augmented Lagrangian Decomposition Method for Quasiseparable Problems in MDO,” Structural and Multidisciplinary Optimization, Vol. 34, No. 3, 2007, pp. 211–227. doi:https://doi.org/10.1007/s00158-006-0077-z Crossref Google Scholar
[196] Shin M. K., Kang B. S. and Park G. J., “Application of the Multidisciplinary Design Optimization Algorithm to the Design of a Belt-Integrated Seat While Considering Crashworthiness,” Journal of Automobile Engineering, Vol. 219, No. 11, 2005, pp. 1281–1292. doi:https://doi.org/10.1243/095440705X34928 Crossref Google Scholar
[197] Liu B., Haftka R. T. and Watson L. T., “Global-Local Structural Optimization Using Response Surfaces of Local Optimization Margins,” Structural and Multidisciplinary Optimization, Vol. 27, No. 5, 2004, pp. 352–359. doi:https://doi.org/10.1007/s00158-004-0393-0 Crossref Google Scholar
[198] Martins J. R. R. A., Alonso J. J. and Reuther J. J., “High-Fidelity Aerostructural Design Optimization of a Supersonic Business Jet,” Journal of Aircraft, Vol. 41, No. 3, 2004, pp. 523–530. doi:https://doi.org/10.2514/1.11478 JAIRAM 0021-8669 Link Google Scholar
[199] Kennedy G., Martins J. R. R. A. and Hansen J. S., “Aerostructural Optimization of Aircraft Structures Using Asymmetric Subspace Optimization,” 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, AIAA Paper 2008-5847, Sept. 2008. Link Google Scholar
[200] Kaufman M., Balabanov V., Burgee S. L., Giunta A. A., Grossman B., Haftka R. T., Mason W. H. and Watson L. T., “Variable-Complexity Response Surface Approximations for Wing Structural Weight in HSCT Design,” Computational Mechanics, Vol. 18, No. 2, 1996, pp. 112–126. doi:https://doi.org/10.1007/BF00350530 0178-7675 Crossref Google Scholar
[201] Hosder S., Watson L. T., Grossman B., Mason W. H., Kim H., Haftka R. T. and Cox S. E., “Polynomial Response Surface Approximations for the Multidisciplinary Design Optimization of a High Speed Civil Transport,” Optimization and Engineering, Vol. 2, No. 4, 2001, pp. 431–452. doi:https://doi.org/10.1023/A:1016094522761 OEPNBR 1389-4420 Crossref Google Scholar
[202] Hulme K. F. and Bloebaum C. L., “A Simulation-Based Comparison of Multidisciplinary Design Optimization Solution Strategies Using CASCADE,” Structural and Multidisciplinary Optimization, Vol. 19, No. 1, 2000, pp. 17–35. doi:https://doi.org/10.1007/s001580050083 Crossref Google Scholar
[203] Allison J. T., Kokkolaras M. and Papalambros P. Y., “On Selecting Single-Level Formulations for Complex System Design Optimization,” Journal of Mechanical Design, Vol. 129, No. 9, 2007, pp. 898–906. doi:https://doi.org/10.1115/1.2747632 Crossref Google Scholar
[204] Martins J. R. R. A., Marriage C. and Tedford N., “pyMDO: An Object-Oriented Framework for Multidisciplinary Design Optimization,” ACM Transactions on Mathematical Software, Vol. 36, No. 4, 2009, pp. 20:1–20:25. doi:https://doi.org/10.1145/1555386 ACMSCU 0098-3500 Crossref Google Scholar
[205] Gray J., Moore K. T. and Naylor B. A., “OpenMDAO: An Open Source Framework for Multidisciplinary Analysis and Optimization,” 13th AIAA/ISSMO Multidisciplinary Analysis Optimization Conference, AIAA Paper 2010-9101, Sept. 2010. Link Google Scholar
[206] Lu Z. and Martins J. R. R. A., “Graph Partitioning-Based Coordination Methods for Large-Scale Multidisciplinary Design Optimization Problems,” Proceedings of the 14th AIAA/ISSMO Multidisciplinary Analysis Optimization Conference, Indianapolis, IN , AIAA Paper 2012-5522, 2012. Google Scholar
[207] Padula S. L. and Gillian R. E., “Multidisciplinary Environments: A History of Engineering Framework Development,” 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, AIAA Paper 2006-7083, Sept. 2006. Link Google Scholar
[208] Kodiyalam S. and Sobieszczanski–Sobieski J., “Multidisciplinary Design Optimization: Somemal Methods, Framework Requirements, and Application to Vehicle Design,” International Journal of Vehicle Design, Vol. 25, No. 1/2, 2001, pp. 3–22. doi:https://doi.org/10.1504/IJVD.2001.001904 IJVDDW 0143-3369 Crossref Google Scholar
[209] Kodiyalam S., Kremenetsky M. and Posey S., “Balanced HPC Infrastructure for CFD and Associated Multi-Discipline Simulations of Engineering Systems,” Journal of Aerospace Sciences and Technologies, Vol. 61, No. 3, 2009, pp. 434–443. Google Scholar
[210] Tosserams S., Etman L. F. P. and Rooda J. E., “A Micro-Accelerometer MDO Benchmark Problem,” Structural and Multidisciplinary Optimization, Vol. 41, No. 2, 2010, pp. 255–275. doi:https://doi.org/10.1007/s00158-009-0422-0 Crossref Google Scholar
[211] Tosserams S., Etman L. F. P. and Rooda J. E., “Multi-Modality in Augmented Lagrangian Co-ordination for Distributed Optimal Design,” Structural and Multidisciplinary Optimization, Vol. 40, Nos. 1–6, 2010, pp. 329–352. doi:https://doi.org/10.1007/s00158-009-0371-7 Crossref Google Scholar
[212] Padula S. L., Alexandrov N. and Green L. L., “MDO Test Suite at NASA Langley Research Center,” 6th AIAA/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization, AIAA Paper 1996-4028, Sept. 1996. Link Google Scholar

Cited by
- A reliability-constrained optimisation framework for offshore wind turbine support structures
  
  20 May 2024 | International Journal of Sustainable Energy, Vol. 43, No. 1
- A Decision Support Framework for Robust Multilevel Co-Design Exploration of Manufacturing Supply Networks
  
  23 May 2024 | Journal of Mechanical Design, Vol. 146, No. 11
- Design Optimization with Variable Screening by Interval-Based Sensitivity Analysis
  
  ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering, Vol. 10, No. 3
- A Comparative Study Between the Generalized Polynomial Chaos Expansion- and First-Order Reliability Method-Based Formulations of Simulation-Based Control Co-Design
  
  5 March 2024 | Journal of Mechanical Design, Vol. 146, No. 8
- Developing an intelligent systems design framework based on multidisciplinary design analysis and multi-agent thinking integration
  
  Expert Systems with Applications, Vol. 248
- Low fidelity data driven machine learning based optimisation method for box-wing configuration
  
  Aerospace Science and Technology, Vol. 150
- A scalable problem to benchmark robust multidisciplinary design optimization techniques
  
  12 August 2023 | Optimization and Engineering, Vol. 25, No. 2
- Managing the complexity of plasma physics in control systems engineering
  
  Fusion Engineering and Design, Vol. 203
- Aerostructural Wing Optimization Using a Structural Surrogate in a Coupled Adjoint Formulation
  
  Joshua E. Fontana,
  
  Pat Piperni ,
  
  Zhi Yang and
  
  Dimitri J. Mavriplis
  
  21 May 2024 | AIAA Journal, Vol. 0, No. 0
- Topology optimization for flow machine rotor design considering resonance and low mass density flows
  
  Applied Mathematical Modelling, Vol. 129
- Multiobjective aerostructural optimization for efficient transport wing conceptual design
  
  Aerospace Science and Technology, Vol. 148
- Near-Field Aeroacoustic Shape Optimization at Low Reynolds Numbers
  
  Mohsen Hamedi and
  
  Brian Vermeire
  
  30 April 2024 | AIAA Journal, Vol. 0, No. 0
- Self-Similar-Structure–Based All-Speed Genuinely Two-Dimensional Riemann Solver
  
  Feng Qu,
  
  Qingsong Liu,
  
  Di Sun and
  
  Junqiang Bai
  
  3 April 2024 | AIAA Journal, Vol. 0, No. 0
- Deep Learning in Computational Design Synthesis: A Comprehensive Review
  
  8 January 2024 | Journal of Computing and Information Science in Engineering, Vol. 24, No. 4
- Exploring the role of computer vision in product design and development: a comprehensive review
  
  14 March 2024 | International Journal on Interactive Design and Manufacturing (IJIDeM), Vol. 53
- MBSE-Driven Implementation to Optimize Aircraft Maintenance Planning
- Requirements, Objectives, Both, or Neither: How to Formulate Complex Design Problems for Innovation Contests
  
  7 November 2023 | Journal of Mechanical Design, Vol. 146, No. 3
- Multidisciplinary design and optimization of intelligent Distributed Satellite Systems for EARTH observation
  
  Acta Astronautica, Vol. 216
- PDOPT: A Python library for Probabilistic Design space exploration and OPTimisation
  
  Journal of Open Source Software, Vol. 9, No. 95
- Robust, Co-design Exploration of Multilevel Product, Material, and Manufacturing Process Systems
  
  29 December 2023 | Integrating Materials and Manufacturing Innovation, Vol. 13, No. 1
- Optimal Design of Quadcopter Chassis Using Generative Design and Lightweight Materials to Advance Precision Agriculture
  
  13 March 2024 | Machines, Vol. 12, No. 3
- On the Multidisciplinary Design of a Hybrid Rocket Launcher with a Composite Overwrapped Pressure Vessel
  
  19 March 2024 | Journal of Composites Science, Vol. 8, No. 3
- How airports enhance the environmental sustainability of operations: A critical review from the perspective of Operations Research
  
  Transportation Research Part E: Logistics and Transportation Review, Vol. 183
- Propulsion–Airframe Integration for Conceptual Redesign of a Low-Boom Supersonic Transport
  
  Wu Li and
  
  Karl Geiselhart
  
  3 September 2023 | Journal of Aircraft, Vol. 61, No. 2
- Model analysis and application case for complex multi-system evolutionary optimization
  
  17 February 2024 | Evolutionary Intelligence, Vol. 45
- Multidisciplinary design optimization of electric car body and battery tray based on improved collaborative optimization framework
  
  13 February 2024 | Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering, Vol. 15
- The Combined Search of the Different Kind of Solutions to the Optimization Problems of Antenna Synthesis Theory
  
  13 February 2024
- Multi-Disciplinary and Multi-Objective Optimization Method Based on Machine Learning
  
  Jiahua Dai ,
  
  Peiqing Liu,
  
  Ling Li ,
  
  Qiulin Qu and
  
  Tongzhi Niu
  
  28 December 2023 | AIAA Journal, Vol. 62, No. 2
- Constrained efficient global multidisciplinary design optimization using adaptive disciplinary surrogate enrichment
  
  14 February 2024 | Structural and Multidisciplinary Optimization, Vol. 67, No. 2
- Free-Flight Flutter Constraint in Gradient-Based Wing Structural Optimization
  
  Patrizio Rosatelli,
  
  Carlos E. Cesnik and
  
  Christopher A. Lupp
  
  4 January 2024
- MDO Formulations for Simultaneous Design and Trajectory Optimization
  
  Shugo Kaneko and
  
  Joaquim R. Martins
  
  4 January 2024
- Optimal Design of eVTOLs for Urban Mobility using Analytical Target Cascading (ATC)
  
  Prajwal Chinthoju,
  
  Yong Hoon Lee,
  
  Ghanendra K. Das,
  
  Kai A. James and
  
  James T. Allison
  
  4 January 2024
- High-fidelity Aerostructural Optimization Benchmark for Aircraft Propellers in Hover
  
  Seth A. Zoppelt,
  
  Heyecan Koyuncuoglu and
  
  Ping He
  
  4 January 2024
- Multidisciplinary System Design Optimization for Lunar Transportation Missions via Surrogate-Assisted Evolutionary Algorithms
  
  Yuki Takao,
  
  Tsubasa Ozawa,
  
  Suk Hyun Yeo,
  
  Keisuke Suenaga,
  
  Aric Y. Bandera and
  
  Hideaki Ogawa
  
  4 January 2024
- Static Task Scheduling for Parallel Execution of Large-Scale Multidisciplinary Design Optimization Models
  
  Mark Sperry,
  
  Kavish Kondap and
  
  John T. Hwang
  
  4 January 2024
- Model-Based Systems Engineering in Smart Manufacturing - Future Trends Toward Sustainability
  
  16 December 2023
- An improved rough set strategy-based sine cosine algorithm for engineering optimization problems
  
  2 September 2023 | Soft Computing, Vol. 28, No. 2
- Control co-design of a floating offshore wind turbine
  
  Applied Energy, Vol. 353
- Kernel methods are competitive for operator learning
  
  Journal of Computational Physics, Vol. 496
- High Performance Computing and Its Application in Computational Biomimetics
  
  21 March 2024
- Artificial intelligence and machine learning in aerodynamics
  
  Metascience in Aerospace, Vol. 1, No. 2
- DADO – Low-Cost Query Strategies for Deep Active Design Optimization
- An Automated Parameter Design Framework for Flexible Interconnection Devices in Distribution Networks
- DADOS: A Cloud-based Data-driven Design Optimization System
  
  13 March 2023 | Chinese Journal of Mechanical Engineering, Vol. 36, No. 1
- $$CO_2$$ footprint minimization of solar-powered HALE using MDO and eco-material selection
  
  25 July 2023 | Scientific Reports, Vol. 13, No. 1
- Integrated Pumped Hydro Reverse Osmosis System optimization featuring surrogate model development in Reverse Osmosis modeling
  
  Applied Energy, Vol. 352
- Multidisciplinary optimization of automotive mega-castings merging classical structural optimization with response-surface-based optimization enhanced by machine learning
  
  7 December 2023 | Scientific Reports, Vol. 13, No. 1
- Global–local multidisciplinary optimisation for the evaluation of local constraints on finer meshes in preliminary aircraft design
  
  8 December 2023 | Engineering with Computers, Vol. 39, No. 6
- Robust monolithic versus distributed control/structure co-optimization of flexible space systems in presence of parametric uncertainties
  
  27 November 2023 | Structural and Multidisciplinary Optimization, Vol. 66, No. 12
- Non-myopic multipoint multifidelity Bayesian framework for multidisciplinary design
  
  18 December 2023 | Scientific Reports, Vol. 13, No. 1
- Multidomain Synthesis of Optimal Vibration Suppression Systems
  
  16 August 2023 | Journal of Mechanical Design, Vol. 145, No. 11
- A Review of Optimization for Corrugated Boards
  
  3 November 2023 | Sustainability, Vol. 15, No. 21
- Multidisciplinary design optimization in Architecture, Engineering, and Construction: a detailed review and call for collaboration
  
  8 November 2023 | Structural and Multidisciplinary Optimization, Vol. 66, No. 11
- Off-Design Performance Analysis of a Parallel Hybrid Electric Regional Turboprop Aircraft
  
  Dominik Quillet ,
  
  Vincent Boulanger and
  
  David Rancourt
  
  4 October 2023 | Journal of Aircraft, Vol. 60, No. 6
- Multidisciplinary design optimization of a dual-spin guided vehicle
  
  Defence Technology, Vol. 53
- A multi-fidelity active learning method for global design optimization problems with noisy evaluations
  
  20 September 2022 | Engineering with Computers, Vol. 39, No. 5
- A Review of Powertrain Electrification for Greener Aircraft
  
  26 September 2023 | Energies, Vol. 16, No. 19
- A Review of Uncertainty-Based Multidisciplinary Design Optimization Methods Based on Intelligent Strategies
  
  6 October 2023 | Symmetry, Vol. 15, No. 10
- Multidisciplinary Design Automation of Electric Motors—Systematic Literature Review and Methodological Framework
  
  12 October 2023 | Energies, Vol. 16, No. 20
- Robust optimal design and trajectory planning of an aircraft with morphing airfoil sections
  
  20 September 2023 | Structural and Multidisciplinary Optimization, Vol. 66, No. 10
- On the derivation of inequality constraints for independent component optimization maintaining a minimum system eigenfrequency
  
  Journal of Sound and Vibration, Vol. 565
- Multidisciplinary design and optimization of winged architectures for reusable launch vehicles
  
  Acta Astronautica, Vol. 211
- Amplitude Optimization in the Nonlinear Synthesis Problems
- Amplitude Synthesis Problems for the Case of Simple Antennas
- Numerical Approach to Optimize the Dynamic Behaviour of Structures Considering Structural Durability
  
  29 June 2023 | Vibration, Vol. 6, No. 3
- A method of sequential log-convex programming for engineering design
  
  25 July 2022 | Optimization and Engineering, Vol. 24, No. 3
- Design optimization methodologies applied to battery thermal management systems: A review
  
  Journal of Energy Storage, Vol. 67
- Optimization and parametric studies of two-stage-to-orbit liquid oxygen/paraffin hybrid rocket vehicles
  
  Aerospace Science and Technology, Vol. 140
- Geometric design of micro scale volumetric receiver using system-level inputs: An application of surrogate-based approach
  
  Solar Energy, Vol. 262
- A Minimum-Control-Trajectory-Deviation Time Grid Reconstruction Strategy for Co-Design Approach
  
  17 January 2023 | Journal of Computing and Information Science in Engineering, Vol. 23, No. 4
- Computational Systems Design of Low-Cost Lightweight Robots
  
  25 June 2023 | Robotics, Vol. 12, No. 4
- Machine learning and mixed reality for smart aviation: Applications and challenges
  
  Journal of Air Transport Management, Vol. 111
- Multifidelity Algorithm for the Sensitivity Analysis of Multidisciplinary Problems
  
  17 May 2023 | Journal of Mechanical Design, Vol. 145, No. 7
- Fast Nonlinear Static Aeroelasticity Method for High-Aspect-Ratio Wings at Different Mach Regimes
  
  Oriol Chandre-Vila,
  
  Jean-Philippe Boin,
  
  Bernard Barriety,
  
  Yann Nivet,
  
  Joseph Morlier and
  
  Nicolas Gourdain
  
  12 February 2023 | Journal of Aircraft, Vol. 60, No. 4
- Fleet Design Optimization of Package Delivery Unmanned Aerial Vehicles Considering Operations
  
  Shugo Kaneko and
  
  Joaquim R. R. A. Martins
  
  21 February 2023 | Journal of Aircraft, Vol. 60, No. 4
- A Novel Cooperative Co-Evolutionary Framework for Large-Scale Overlapping Problems
- Multi-Objective Co-Design for Mission-Specific Development of Unmanned Aerial Systems
- Margins in design – review of related concepts and methods
  
  20 June 2023 | Journal of Engineering Design, Vol. 31
- Model-based approach to support Multi-Disciplinary Analysis and Optimization capability governance at enterprise level: preliminary results
- High-fidelity Aero-Structural Optimisation using Individual Discipline Feasible Strategy
  
  Claudio Conti ,
  
  Massimo Mandorino ,
  
  Andrea Da Ronch and
  
  Ali Elham
  
  8 June 2023
- An SQP algorithm based on a hybrid architecture for accelerating optimization of large-scale systems
  
  Anugrah Jo Joshy,
  
  Ryan Dunn,
  
  Mark Sperry,
  
  Victor E. Gandarillas and
  
  John T. Hwang
  
  8 June 2023
- Large-scale multidisciplinary design optimization of a virtual-telescope CubeSat swarm
  
  Victor E. Gandarillas and
  
  John T. Hwang
  
  8 June 2023
- Comparing Hydrogen and Jet-A for a Ultra High-Bypass Turbofan with Water Recirculation.
  
  Peter N. Atma,
  
  Andrew H. Lamkin and
  
  Joaquim R. Martins
  
  8 June 2023
- Advancements in Coupled Aeropropulsive Design Optimization for High-Bypass Turbofan Engines
  
  Andrew H. Lamkin ,
  
  Anil Yildirim ,
  
  Joaquim R. Martins and
  
  Nathan A. Wukie
  
  8 June 2023
- Data fitting with signomial programming compatible difference of convex functions
  
  7 April 2022 | Optimization and Engineering, Vol. 24, No. 2
- Hyperloop system optimization
  
  8 June 2022 | Optimization and Engineering, Vol. 24, No. 2
- A self-adaptive local diversity-preserving NSGA-II for the multidisciplinary design optimization of a miniaturized supersonic rocket
  
  Aerospace Science and Technology, Vol. 136
- Adaptation of FEM-based open-source software for ship structural analysis
  
  7 March 2022 | Ships and Offshore Structures, Vol. 18, No. 4
- Interdisciplinary design optimization of compressor blades combining low- and high-fidelity models
  
  16 March 2023 | Structural and Multidisciplinary Optimization, Vol. 66, No. 4
- Modeling and Design Optimization of an Electric Environmental Control System for Commercial Passenger Aircraft
  
  8 March 2023 | Aerospace, Vol. 10, No. 3
- Making multidisciplinary optimization fit for practical usage in car body development
  
  28 February 2023 | Structural and Multidisciplinary Optimization, Vol. 66, No. 3
- A review on the recent developments in thermal management systems for hybrid-electric aircraft
  
  Applied Thermal Engineering, Vol. 239
- Strategies towards a more sustainable aviation: A systematic review
  
  Progress in Aerospace Sciences, Vol. 137
- A set‐based approach for hierarchical optimization problem using Bayesian active learning
  
  27 January 2023 | International Journal for Numerical Methods in Engineering, Vol. 125
- Gradient-Based Shape Optimization for Unsteady Turbulent Simulations Using Dynamic Closures
  
  Krzysztof Fidkowski
  
  19 January 2023
- Redesign of a Low-Boom Supersonic Transport Using Powered Engine Simulation for Sonic Boom Analysis
  
  Wu Li and
  
  Karl Geiselhart
  
  19 January 2023
- A Multidisciplinary Analysis Framework for the Sizing and Synthesis of Hypersonic Aerial Systems
  
  Kenneth Decker and
  
  Dimitri N. Mavris
  
  19 January 2023
- Evaluation of a Collaborative and Distributed Aircraft Design Environment, Enabled by Microservices and Cloud Computing
  
  Xin Chen,
  
  Adriano Isoldi,
  
  Atif Riaz,
  
  Christos Mourouzidis,
  
  Akin Keskin,
  
  Dale Smith,
  
  Marin D. Guenov and
  
  Vassilios Pachidis
  
  19 January 2023
- Multidisciplinary Modeling for Missionisation of Re-entry Vehicles
  
  Jacopo Guadagnini and
  
  Gabriele De Zaiacomo
  
  19 January 2023
- Set-Based Design Space Exploration to Investigate the Effect of Energy Storage Durability on the Energy Management Strategy of a Hybrid-Electric Aircraft
  
  Andrea Spinelli,
  
  Gustavo P. Krupa and
  
  Timoleon Kipouros
  
  19 January 2023
- High-fidelity aerodynamic and aerostructural optimization of UAV propellers using the adjoint method
  
  Ping He,
  
  Heyecan Koyuncuoglu,
  
  Helen Hu,
  
  Anvesh Dhulipalla,
  
  Haiyang Hu and
  
  Hui Hu
  
  19 January 2023
- Optimisation-driven design to explore and exploit the process–structure–property–performance linkages in digital manufacturing
  
  17 September 2022 | Journal of Intelligent Manufacturing, Vol. 34, No. 1
- Designing for Technical Behaviour
  
  6 January 2023
- Multidisciplinary concurrent optimization framework for multi-phase building design process
  
  13 January 2023 | Artificial Intelligence for Engineering Design, Analysis and Manufacturing, Vol. 37
- Key Enabling Technologies for Smart Factory in Automotive Industry: Status and Applications
  
  International Journal of Precision Engineering and Manufacturing-Smart Technology, Vol. 1, No. 1
- Rotorcraft Preliminary Design
  
  28 January 2023
- UNICADO: multidisciplinary analysis in conceptual aircraft design
  
  29 October 2022 | CEAS Aeronautical Journal, Vol. 14, No. 1
- A Scalable Test Suite for Bi-objective Multidisciplinary Optimization
  
  9 March 2023
- Global Optimization in Space Engineering
  
  21 September 2022
- A Multidisciplinary Design Optimisation (MDO) Algorithm for the Automatic Sizing of an Unmanned Lighter-Than-Air Platform
  
  29 November 2022
- Integrating Heterogenous Models
  
  8 July 2023
- The Relationship Between Goal-Function Trees and Value Models
  
  IEEE Open Journal of Systems Engineering, Vol. 1
- Three Stages Recursive Differential Grouping for Large-Scale Global Optimization
  
  IEEE Access, Vol. 11
- Toward scalable benchmark problems for multi-objective multidisciplinary optimization
- Metamodeling techniques for CPU-intensive simulation-based design optimization: a survey
  
  18 February 2022 | Advanced Modeling and Simulation in Engineering Sciences, Vol. 9, No. 1
- A Review and Framework for Modeling Complex Engineered System Development Processes
  
  IEEE Transactions on Systems, Man, and Cybernetics: Systems, Vol. 52, No. 12
- Multidisciplinary design analysis and optimization of floating offshore wind turbine substructures: A review
  
  Ocean Engineering, Vol. 266
- Design, aerodynamic analysis and optimization of a next-generation commercial airliner
  
  30 November 2022 | Journal of the Brazilian Society of Mechanical Sciences and Engineering, Vol. 44, No. 12
- An application of adaptive normalization evolutionary optimization ANMOGA for missile fin design based on trajectory parameters
  
  Alexandria Engineering Journal, Vol. 61, No. 12
- A Preliminary Design Method of High-Power Electro-Hydrostatic Actuators Considering Design Robustness
  
  27 October 2022 | Actuators, Vol. 11, No. 11
- Intelligent additive manufacturing and design: state of the art and future perspectives
  
  Additive Manufacturing, Vol. 59
- All-At-Once formulation integrating pseudo-spectral optimal control for launch vehicle design and uncertainty quantification
  
  Acta Astronautica, Vol. 200
- Understanding Resilience Optimization Architectures: Alignment and Coupling in Multilevel Decomposition Strategies
  
  8 August 2022 | Journal of Mechanical Design, Vol. 144, No. 11
- Framework for integrated plant and control optimization of electro-thermal systems: An energy storage system case study
  
  Energy, Vol. 258
- Scalable Automatic Differentiation of Multiple Parallel Paradigms through Compiler Augmentation
- Aero-structural optimization-based tailoring of bridge deck geometry
  
  Engineering Structures, Vol. 270
- Data-Driven Set Based Concurrent Engineering Method for Multidisciplinary Design Optimization
  
  29 March 2022 | SAE International Journal of Advances and Current Practices in Mobility, Vol. 4, No. 5
- Multi-system genetic algorithm for complex system optimization
  
  7 July 2022 | Soft Computing, Vol. 26, No. 19
- Gradient-based shape optimization for unsteady turbulent simulations using field inversion and machine learning
  
  Aerospace Science and Technology, Vol. 129
- Machine learning in aerodynamic shape optimization
  
  Progress in Aerospace Sciences, Vol. 134
- Including the power regulation strategy in aerodynamic optimization of wind turbines for increased design freedom
  
  20 July 2022 | Wind Energy, Vol. 25, No. 10
- A Review of Population-Based Metaheuristics for Large-Scale Black-Box Global Optimization—Part II
  
  IEEE Transactions on Evolutionary Computation, Vol. 26, No. 5
- Integrated optimization of process control and its effect on structural integrity – A systematic review
  
  Engineering Failure Analysis, Vol. 140
- Multidisciplinary Design Optimization Approach to Integrated Space Mission Planning and Spacecraft Design
  
  Masafumi Isaji,
  
  Yuji Takubo and
  
  Koki Ho
  
  22 June 2022 | Journal of Spacecraft and Rockets, Vol. 59, No. 5
- Design of Unmanned Cable Shovel Based on Multiobjective Co-Design Optimization of Structural and Control Parameters
  
  29 June 2022 | Journal of Mechanical Design, Vol. 144, No. 9
- Preliminary Sizing of the Electrical Motor and Housing of Electromechanical Actuators Applied on the Primary Flight Control System of Unmanned Helicopters
  
  25 August 2022 | Aerospace, Vol. 9, No. 9
- Integrated Optimal Design for Hybrid Electric Powertrain of Future Aircrafts
  
  14 September 2022 | Energies, Vol. 15, No. 18
- Multi-objective, Multidisciplinary Optimization of Low-Boom Supersonic Transports Using Multifidelity Models
  
  Wu Li and
  
  Karl Geiselhart
  
  25 May 2022 | Journal of Aircraft, Vol. 59, No. 5
- Disciplinary proper orthogonal decomposition and interpolation for the resolution of parameterized multidisciplinary analysis
  
  12 May 2022 | International Journal for Numerical Methods in Engineering, Vol. 123, No. 15
- Reliability-based multidisciplinary concurrent design optimization method for complex engineering systems
  
  1 June 2021 | Engineering Optimization, Vol. 54, No. 8
- A methodology to integrate reliability into the conceptual design of safety-critical multirotor unmanned aerial vehicles
  
  Aerospace Science and Technology, Vol. 127
- Multidisciplinary design optimization of engineering systems under uncertainty: a review
  
  5 July 2022 | International Journal of Structural Integrity, Vol. 13, No. 4
- Multistage rocket preliminary design and trajectory optimization using a multidisciplinary approach
  
  28 June 2022 | Structural and Multidisciplinary Optimization, Vol. 65, No. 7
- Global aero-structural design optimization of composite wings with active manoeuvre load alleviation
  
  25 May 2022 | CEAS Aeronautical Journal, Vol. 13, No. 3
- Concurrent Trajectory Optimization and Aircraft Design for the Air Cargo Challenge Competition
  
  13 July 2022 | Aerospace, Vol. 9, No. 7
- A general square exponential kernel to handle mixed-categorical variables for Gaussian process
  
  Paul Saves,
  
  Youssef Diouane,
  
  Nathalie Bartoli,
  
  Thierry Lefebvre and
  
  Joseph Morlier
  
  20 June 2022
- Core Components of an Optimization Framework for Engineering Systems based on Automatic Differentiation
  
  Peter Sharpe and
  
  R. John Hansman
  
  20 June 2022
- Mission-Oriented Trajectory Optimization for Search-and-Rescue Multirotor UAVs in Cluttered and GPS-Denied Environments
  
  Pengcheng Cao,
  
  John T. Hwang,
  
  Thomas Bewley and
  
  Falko Kuester
  
  20 June 2022
- References
  
  10 June 2022
- Optimization Workflows for Linking Model-Based Systems Engineering (MBSE) and Multidisciplinary Analysis and Optimization (MDAO)
  
  24 May 2022 | Applied Sciences, Vol. 12, No. 11
- Design, modeling, and control of morphing aircraft: A review
  
  Chinese Journal of Aeronautics, Vol. 35, No. 5
- Aerodynamic design optimization: Challenges and perspectives
  
  Computers & Fluids, Vol. 239
- Active-Learning Combined with Topology Optimization for Top-Down Design of Multi-Component Systems
  
  26 May 2022 | Proceedings of the Design Society, Vol. 2
- Supporting the Transition Towards Electromobility in the Construction and Mining Sector: Optimization Framework and Demonstration on an Electrical Hauler
  
  26 May 2022 | Proceedings of the Design Society, Vol. 2
- A Reliability-Based Formulation for Simulation-Based Control Co-Design Using Generalized Polynomial Chaos Expansion
  
  8 December 2021 | Journal of Mechanical Design, Vol. 144, No. 5
- Unconventional aircraft for civil aviation: A review of concepts and design methodologies
  
  Progress in Aerospace Sciences, Vol. 131
- Multidisciplinary design analysis and optimisation frameworks for floating offshore wind turbines: State of the art
  
  Ocean Engineering, Vol. 251
- Using axiomatic design approach in preliminary design of a blended wing body aircraft
  
  16 February 2022 | Aircraft Engineering and Aerospace Technology, Vol. 94, No. 6
- A Gradient-based Sequential Multifidelity Approach to Multidisciplinary Design Optimization
  
  1 April 2022 | Structural and Multidisciplinary Optimization, Vol. 65, No. 4
- Logspace Sequential Quadratic Programming for Design Optimization
  
  Cody J. Karcher
  
  9 February 2022 | AIAA Journal, Vol. 60, No. 3
- Efficient aeroelastic wing optimization through a compact aerofoil decomposition approach
  
  8 February 2022 | Structural and Multidisciplinary Optimization, Vol. 65, No. 3
- On the Incipient Indicial Lift of Thin Wings in Subsonic Flow: Acoustic Wave Theory with Unsteady Three-Dimensional Effects
  
  18 January 2022 | Acoustics, Vol. 4, No. 1
- A Multidisciplinary Possibilistic Approach to Size the Empennage of Multi-Engine Propeller-Driven Light Aircraft
  
  15 March 2022 | Aerospace, Vol. 9, No. 3
- Uncertainty Quantification for Additive Manufacturing Process Improvement: Recent Advances
  
  6 January 2022 | ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part B: Mechanical Engineering, Vol. 8, No. 1
- System-by-Design Paradigm-Based Synthesis of Complex Systems: The case of spline-contoured 3D radomes
  
  IEEE Antennas and Propagation Magazine, Vol. 64, No. 1
- Multidisciplinary design optimization with mixed categorical variables for aircraft design
  
  Paul Saves,
  
  Nathalie Bartoli,
  
  Youssef Diouane,
  
  Thierry Lefebvre,
  
  Joseph Morlier,
  
  Christophe David,
  
  Eric Nguyen Van and
  
  Sébastien Defoort
  
  29 December 2021
- Launch Vehicle Structural Analysis (LVSA): A Multifidelity, Multidisciplinary Environment for Design and Analysis of Rocket-Powered Vehicles
  
  Adam Cox,
  
  Lea Harris,
  
  Jimmy Q. Tang and
  
  Dimitri N. Mavris
  
  29 December 2021
- Life Cycle Assessment models for overall aircraft design
  
  Alice Fabre,
  
  Thomas Planès,
  
  Scott Delbecq,
  
  Valérie Budinger and
  
  Gilles Lafforgue
  
  29 December 2021
- Towards Passive Aeroelastic Tailoring of Large Wind Turbines Using High-Fidelity Multidisciplinary Design Optimization
  
  Marco Mangano,
  
  Sicheng He,
  
  Yingqian Liao,
  
  Denis-Gabriel Caprace and
  
  Joaquim R. Martins
  
  29 December 2021
- Fleet Design Optimization of Package Delivery UAVs Considering Operations
  
  Shugo Kaneko and
  
  Joaquim R. Martins
  
  29 December 2021
- Multiobjective Multidisciplinary Optimization of Low-Boom Supersonic Transports Using Multifidelity Models
  
  Wu Li and
  
  Karl Geiselhart
  
  29 December 2021
- Aeroservoelastic wing sizing using integrated structural and control (co-design) optimization
  
  Emmeline Faïsse,
  
  Robin Vernay,
  
  Fabio Vetrano,
  
  Joseph Morlier and
  
  Daniel Alazard
  
  29 December 2021
- Surrogate Finite-Element Modelling for Launch Vehicle Multidisciplinary Optimization
  
  Lucandrea Mancini,
  
  Leandro Lucchese,
  
  Francesco Saltari,
  
  Franco Mastroddi and
  
  Agostino Neri
  
  29 December 2021
- Integrating Heterogenous Models
  
  27 August 2022
- Designing for Technical Behaviour
  
  18 November 2021
- Designing for Technical Behaviour
  
  31 July 2022
- Augmented Lagrangian Genetic Algorithm Approach Towards Solving Constrained Numerical and Coverage Optimization
  
  28 September 2022
- Towards a solver-aware systems architecting framework: leveraging experts, specialists and the crowd to design innovative complex systems
  
  11 March 2022 | Design Science, Vol. 8
- A set-based approach to dynamic system design using physics informed neural network
  
  Journal of Advanced Mechanical Design, Systems, and Manufacturing, Vol. 16, No. 5
- High-dimensional normalized data profiles for testing derivative-free optimization algorithms
  
  22 July 2022 | PeerJ Computer Science, Vol. 8
- Disciplinary Implications of a System Architecting Approach to Collaborative Aircraft Design
  
  13 December 2022
- Robust integrated control/structure co-design for stratospheric balloons
  
  IFAC-PapersOnLine, Vol. 55, No. 25
- Multidisciplinary design optimization in design for additive manufacturing
  
  30 December 2021 | Journal of Computational Design and Engineering, Vol. 9, No. 1
- Selection of the Optimal Structural Design of a Spar Composite Wing
  
  Proceedings of Higher Educational Institutions. Маchine Building, No. 12 (741)
- Towards Holistic System Models Including Domain-Specific Simulation Models Based on SysML
  
  26 October 2021 | Systems, Vol. 9, No. 4
- Multidisciplinary Design Optimization Approach to Integrated Space Mission Planning and Spacecraft Design
  
  Masafumi Isaji,
  
  Yuji Takubo and
  
  Koki Ho
  
  3 November 2021
- Global Aerostructural Design Optimization of More Flexible Wings for Commercial Aircraft
  
  Tobias F. Wunderlich ,
  
  Sascha Dähne,
  
  Lars Reimer and
  
  Andreas Schuster
  
  28 September 2021 | Journal of Aircraft, Vol. 58, No. 6
- Enabling large-scale multidisciplinary design optimization through adjoint sensitivity analysis
  
  4 October 2021 | Structural and Multidisciplinary Optimization, Vol. 64, No. 5
- Multi-Model Bayesian Optimization for Simulation-Based Design
  
  4 May 2021 | Journal of Mechanical Design, Vol. 143, No. 11
- Multidisciplinary design optimization of a wide speed range vehicle with waveride airframe and RBCC engine
  
  Energy, Vol. 235
- Multifidelity domain-aware learning for the design of re-entry vehicles
  
  4 October 2021 | Structural and Multidisciplinary Optimization, Vol. 64, No. 5
- Exploring Architectures for Integrated Resilience Optimization
  
  Daniel Hulse ,
  
  Arpan Biswas,
  
  Christopher Hoyle ,
  
  Irem Y. Tumer,
  
  Chetan Kulkarni and
  
  Kai Goebel
  
  26 May 2021 | Journal of Aerospace Information Systems, Vol. 18, No. 10
- Integration of Low-Fidelity MDO and CFD-Based Redesign of Low-Boom Supersonic Transports
  
  Wu Li and
  
  Karl Geiselhart
  
  30 July 2021 | AIAA Journal, Vol. 59, No. 10
- Approximating solution spaces as a product of polygons
  
  23 July 2021 | Structural and Multidisciplinary Optimization, Vol. 64, No. 4
- Decomposition and optimization of linear structures using meta models
  
  9 July 2021 | Structural and Multidisciplinary Optimization, Vol. 64, No. 4
- Collaborative Decision Approach for Electricity Pricing-demand Response Stackelberg Game
- Sequential Sampling Framework for Metamodeling Uncertainty Reduction in Multilevel Optimization of Hierarchical Systems
  
  9 April 2021 | Journal of Mechanical Design, Vol. 143, No. 10
- Mixed-integer second-order cone optimization for composite discrete ply-angle and thickness topology optimization problems
  
  20 October 2020 | Optimization and Engineering, Vol. 22, No. 3
- Uncertain Multidisciplinary Design Optimization on Next Generation Subsea Production System by Using Surrogate Model and Interval Method
  
  10 September 2021 | China Ocean Engineering, Vol. 35, No. 4
- On the benefits of negative hydrodynamic interactions in small tidal energy arrays
  
  Applied Energy, Vol. 297
- Electric thruster mode-pruning strategies for trajectory-propulsion co-optimization
  
  Aerospace Science and Technology, Vol. 116
- Improving aircraft conceptual design through parametric CAD modellers – A case study for thermal analysis of aircraft systems
  
  Computers in Industry, Vol. 130
- Metamodel-based multidisciplinary design optimization methods for aerospace system
  
  28 September 2021 | Astrodynamics, Vol. 5, No. 3
- Multidisciplinary Optimization of a Regional Jet Including Advanced Airframe and Engine Technologies
  
  Mario Di Stasio,
  
  Vittorio Trifari,
  
  Fabrizio Nicolosi,
  
  Agostino De Marco,
  
  Sirka Fuhrmann and
  
  Reinhold Schaber
  
  28 July 2021
- High Fidelity Digital Cabin Mock-Up based on Preliminary Aircraft Design Data for Virtual Reality Applications and Beyond
  
  Jan-Niclas Walther ,
  
  Christian Hesse ,
  
  Jörn Biedermann and
  
  Björn Nagel
  
  28 July 2021
- Coupled Aeropropulsive Design Optimization of a Podded Electric Propulsor
  
  Anil Yildirim,
  
  Justin S. Gray,
  
  Charles A. Mader and
  
  Joaquim R. Martins
  
  28 July 2021
- An Adaptive, Inexact Gradient-based Algorithm for Multidisciplinary Design Optimization
  
  Bingran Wang,
  
  Anugrah Jo Joshy and
  
  John T. Hwang
  
  28 July 2021
- A Bayesian Approach to Collaborative Optimization with Application to Tailless Aircraft Range Maximization
  
  Jean de Becdelievre and
  
  Ilan Kroo
  
  28 July 2021
- Data-Driven Aerospace Engineering: Reframing the Industry with Machine Learning
  
  Steven L. Brunton,
  
  J. Nathan Kutz,
  
  Krithika Manohar,
  
  Aleksandr Y. Aravkin,
  
  Kristi Morgansen,
  
  Jennifer Klemisch,
  
  Nicholas Goebel,
  
  James Buttrick,
  
  Jeffrey Poskin ,
  
  Adriana W. Blom-Schieber,
  
  Thomas Hogan and
  
  Darren McDonald
  
  20 July 2021 | AIAA Journal, Vol. 59, No. 8
- INTRODUCING MULTIDISCIPLINARY DESIGN OPTIMIZATION TO GRADUATE LEVEL ENGINEERING STUDENTS
  
  27 July 2021 | Proceedings of the Design Society, Vol. 1
- MULTIDISCIPLINARY DESIGN OPTIMIZATION OF A MOBILE MINER USING THE OPENMDAO PLATFORM
  
  27 July 2021 | Proceedings of the Design Society, Vol. 1
- Comparing Filtering Multifidelity Optimization Strategies With a Simulation-Based Multidisciplinary Aircraft Model
  
  5 February 2021 | Journal of Mechanical Design, Vol. 143, No. 8
- Information Exchange Patterns in Digital Engineering: An Observational Study Using Web-Based Virtual Design Studio
  
  23 February 2021 | Journal of Computing and Information Science in Engineering, Vol. 21, No. 4
- Multidisciplinary Optimisation of Aircraft Structures with Critical Non-Regular Areas: Current Practice and Challenges
  
  12 August 2021 | Aerospace, Vol. 8, No. 8
- Data-driven modeling for unsteady aerodynamics and aeroelasticity
  
  Progress in Aerospace Sciences, Vol. 125
- Multidisciplinary design for structural integrity using a collaborative optimization method based on adaptive surrogate modelling
  
  Materials & Design, Vol. 206
- Multidisciplinary design and optimization of expendable launch vehicle for microsatellite missions
  
  28 May 2021 | Aircraft Engineering and Aerospace Technology, Vol. 93, No. 4
- Reusable Surrogate Models for the Preliminary Design of Aircraft Application Systems
  
  Francesco De Giorgi,
  
  Marc Budinger,
  
  Ion Hazyuk,
  
  Aurelien Reysset and
  
  Florian Sanchez
  
  13 April 2021 | AIAA Journal, Vol. 59, No. 7
- Surrogate Model–Based Robust Multidisciplinary Design Optimization of an Unmanned Aerial Vehicle
  
  Journal of Aerospace Engineering, Vol. 34, No. 4
- Coupled-analysis assisted gradient-enhanced kriging method for global multidisciplinary design optimization
  
  16 June 2020 | Engineering Optimization, Vol. 53, No. 6
- Multidisciplinary design optimization of underwater glider for improving endurance
  
  25 February 2021 | Structural and Multidisciplinary Optimization, Vol. 63, No. 6
- Requirement derivation of vehicle steering using mechanical four-poles in the presence of nonlinearities
  
  Mechanical Systems and Signal Processing, Vol. 155
- Identifying Multidisciplinary Metrics to Analyze NASA Case Studies
  
  IEEE Transactions on Professional Communication, Vol. 64, No. 2
- Multidisciplinary Design Optimization of the Actuation System of a Hybrid Electric Aircraft Powertrain
  
  29 May 2021 | Electronics, Vol. 10, No. 11
- Towards a Fair Comparison between the Nested and Simultaneous Control Co-Design Methods using an Active Suspension Case Study
- Methodology for Probabilistic Analysis of Distributed Multidisciplinary Architecture
  
  Sayan Ghosh and
  
  Dimitri N. Mavris
  
  24 November 2020 | Journal of Aircraft, Vol. 58, No. 3
- A strategic decision-making architecture toward hybrid teams for dynamic competitive problems
  
  Decision Support Systems, Vol. 144
- Sustainable aircraft design — A review on optimization methods for electric propulsion with derived optimal number of propulsors
  
  Progress in Aerospace Sciences, Vol. 123
- A framework for enhanced decision-making in aircraft conceptual design optimisation under uncertainty
  
  21 December 2020 | The Aeronautical Journal, Vol. 125, No. 1287
- Multi-Objective Multidisciplinary Design Optimization of a Robotic Fish System
  
  29 April 2021 | Journal of Marine Science and Engineering, Vol. 9, No. 5
- Multi-Disciplinary Design Optimization for Relative Navigation in Non-cooperative Rendezvous
- An improved sensitivity-based coordination method using optimum sensitivity and its application to structural optimization of an unmanned aerial vehicle family
  
  25 March 2020 | Engineering Optimization, Vol. 53, No. 3
- An MDO-based methodology for static aeroelastic scaling of wings under non-similar flow
  
  27 February 2021 | Structural and Multidisciplinary Optimization, Vol. 63, No. 3
- Multidisciplinary design optimization of an electric propulsion system of a hybrid UAV considering wind disturbance rejection capability in the quadrotor mode
  
  Aerospace Science and Technology, Vol. 110
- dymos: A Python package for optimal control of multidisciplinary systems
  
  Journal of Open Source Software, Vol. 6, No. 59
- A decentralized coordination algorithm for multi-objective linear programming with block angular structure
  
  18 December 2019 | Engineering Optimization, Vol. 53, No. 2
- Theoretical Analysis on Sequential Multidisciplinary Design Optimization Architecture
  
  3 September 2020 | Journal of Mechanical Design, Vol. 143, No. 2
- Numerical and experimental study on comprehensive optimization for the KPIs of ship propulsion shafting design based on MDO
  
  Ocean Engineering, Vol. 222
- Multidisciplinary design optimization of distributed energy generation systems: The trade-offs between life cycle environmental and economic impacts
  
  Applied Energy, Vol. 284
- Uncoupled method for static aeroelastic analysis
  
  Journal of Fluids and Structures, Vol. 101
- Massively Parallelizable Structural Design Optimization Using the Uncoupled Static Aeroelastic Analysis Method
  
  Trent D. White,
  
  Francis R. Phillips,
  
  Todd C. Henry and
  
  Darren J. Hartl
  
  4 January 2021
- Integration of Low-Fidelity MDO and CFD-Based Redesign of Low-Boom Supersonic Transports
  
  Wu Li and
  
  Karl Geiselhart
  
  4 January 2021
- Adding Control in Multidisciplinary Design Optimization of a Wing for Active Flutter Suppression
  
  Emmeline Faïsse,
  
  Robin Vernay,
  
  Fabio Vetrano,
  
  Daniel Alazard and
  
  Joseph Morlier
  
  4 January 2021
- Transonic lift and drag predictions using Wall-Modelled Large Eddy Simulations
  
  Aditya S. Ghate,
  
  Gaetan K. Kenway,
  
  Gerrit-Daniel Stich,
  
  Oliver M. Browne,
  
  Jeffrey A. Housman and
  
  Cetin C. Kiris
  
  4 January 2021
- Multidisciplinary Design Optimization of Low-Boom Supersonic Aircraft with Mission Constraints
  
  Wu Li and
  
  Karl Geiselhart
  
  14 December 2020 | AIAA Journal, Vol. 59, No. 1
- Designing for Technical Behavior
  
  24 September 2021
- Modeling the Contribution of Agriculture Towards Soil Nitrogen Surplus in Iowa
  
  9 June 2021
- Adaptation by Nash Games in Gradient-Based Multi-objective/Multi-disciplinary Optimization
  
  31 October 2021
- Fusion of Artificial Intelligence for Multidisciplinary Optimization: Skidding Track—Case Study
  
  10 November 2020
- Trust Considerations in the Coordination of Computational Design Teams
  
  24 September 2020
- Interval Multidisciplinary Design Optimization
  
  9 December 2020
- Liger: A cross-platform open-source integrated optimization and decision-making environment
  
  Applied Soft Computing, Vol. 98
- A New Approach to Solve Uncertain Multidisciplinary Design Optimization Based on Conditional Value at Risk
  
  IEEE Transactions on Automation Science and Engineering, Vol. 18, No. 1
- Mapping-Based Hierarchical Sensitivity Analysis for Multilevel Systems With Multidimensional Correlations
  
  13 August 2020 | Journal of Mechanical Design, Vol. 143, No. 1
- Multidisciplinary Design Optimization for Performance Improvement of an Axial Flow Fan Using Free-Form Deformation
  
  28 December 2020 | Journal of Turbomachinery, Vol. 143, No. 1
- Gradientbased multidisciplinary optimization of heat transfer on small spacecraft
- Multidisciplinary Design Optimization of Winged Suborbital Vehicles Considering Multiple Mission Trajectories
  
  TRANSACTIONS OF THE JAPAN SOCIETY FOR AERONAUTICAL AND SPACE SCIENCES, AEROSPACE TECHNOLOGY JAPAN, Vol. 19, No. 6
- Modular Topology Optimization of a Humanoid Arm
- Multisystem Optimization for an Integrated Production Scheduling with Resource Saving Problem in Textile Printing and Dyeing
  
  Complexity, Vol. 2020
- eQual: informing early design decisions
  
  7 November 2020
- Conceptual Sizing of Vertical Lift Package Delivery Platforms
  
  Bharath Govindarajan and
  
  Ananth Sridharan
  
  1 October 2020 | Journal of Aircraft, Vol. 57, No. 6
- Coupled Aeropropulsive Optimization of a Three-Dimensional Boundary-Layer Ingestion Propulsor Considering Inlet Distortion
  
  Justin S. Gray,
  
  Charles A. Mader,
  
  Gaetan K. W. Kenway and
  
  Joaquim R. R. A. Martins
  
  12 July 2020 | Journal of Aircraft, Vol. 57, No. 6
- Knowledge architecture supporting the next generation of MDO in the AGILE paradigm
  
  Progress in Aerospace Sciences, Vol. 119
- AGILE Paradigm: The next generation collaborative MDO for the development of aeronautical systems
  
  Progress in Aerospace Sciences, Vol. 119
- Enhancing optimization capabilities using the AGILE collaborative MDO framework with application to wing and nacelle design
  
  Progress in Aerospace Sciences, Vol. 119
- Aircraft rudder optimization - A multi-level and knowledge-enabled approach
  
  Progress in Aerospace Sciences, Vol. 119
- A Simulation-Based Performance Analysis Tool for Aircraft Design Workflows
  
  30 October 2020 | Aerospace, Vol. 7, No. 11
- Multifidelity Sensitivity Study of Subsonic Wing Flutter for Hybrid Approaches in Aircraft Multidisciplinary Design and Optimisation
  
  12 November 2020 | Aerospace, Vol. 7, No. 11
- Multidisciplinary aircraft integration within a collaborative and distributed design framework using the AGILE paradigm
  
  Progress in Aerospace Sciences, Vol. 119
- Multiphysics Modeling of Gas Turbine Based on CADSS Technology
  
  Shock and Vibration, Vol. 2020
- Towards an efficient global multidisciplinary design optimization algorithm
  
  14 August 2020 | Structural and Multidisciplinary Optimization, Vol. 62, No. 4
- A relative adequacy framework for multimodel management in multidisciplinary design optimization
  
  28 July 2020 | Structural and Multidisciplinary Optimization, Vol. 62, No. 4
- Multidisciplinary design optimization for hybrid electric vehicles: component sizing and multi-fidelity frontal crashworthiness
  
  6 May 2020 | Structural and Multidisciplinary Optimization, Vol. 62, No. 4
- Design Optimization of Spar Floating Wind Turbines Considering Different Control Strategies
  
  Journal of Physics: Conference Series, Vol. 1669, No. 1
- Large-Scale Path-Dependent Optimization of Supersonic Aircraft
  
  20 October 2020 | Aerospace, Vol. 7, No. 10
- GRADIENT-BASED OPTIMIZATION OF SPACECRAFT AND AIRCRAFT THERMAL DESIGN
  
  Aviation, Vol. 24, No. 3
- Sensitivity-based adaptive sequential sampling for metamodel uncertainty reduction in multilevel systems
  
  24 July 2020 | Structural and Multidisciplinary Optimization, Vol. 62, No. 3
- A systems engineering vision for floating offshore wind cost optimization
  
  Renewable Energy Focus, Vol. 34
- An Agent-Based Model of Miscommunication in Complex System Engineering Organizations
  
  IEEE Systems Journal, Vol. 14, No. 3
- A Novel Framework for Simultaneous Topology and Sizing Optimization of Complex, Multi-Domain Systems-of-Systems
  
  6 March 2020 | Journal of Mechanical Design, Vol. 142, No. 9
- Multidisciplinary design optimization of lightweight carbody for fatigue assessment
  
  Materials & Design, Vol. 194
- Benchmarking of monolithic MDO formulations and derivative computation techniques using OpenMDAO
  
  11 March 2020 | Structural and Multidisciplinary Optimization, Vol. 62, No. 2
- Multidisciplinary design optimization of an aircraft by using knowledge-based systems
  
  13 January 2020 | Soft Computing, Vol. 24, No. 16
- A modelling and simulation framework for the integrated design of aircraft systems
  
  3 April 2019 | Proceedings of the Institution of Mechanical Engineers, Part G: Journal of Aerospace Engineering, Vol. 234, No. 10
- Multidisciplinary reliability analysis of turbine blade with shape uncertainty by Kriging model and free-form deformation methods
  
  12 February 2020 | Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability, Vol. 234, No. 4
- Multidisciplinary Design Optimization Framework with Coupled Derivative Computation for Hybrid Aircraft
  
  Alessandro Sgueglia,
  
  Peter Schmollgruber,
  
  Nathalie Bartoli,
  
  Emmanuel Benard,
  
  Joseph Morlier,
  
  John Jasa,
  
  Joaquim R. R. A. Martins,
  
  John T. Hwang and
  
  Justin S. Gray
  
  21 June 2020 | Journal of Aircraft, Vol. 57, No. 4
- Optimum target stiffness allocation for design of a reinforcing member on an existing structure
  
  15 February 2020 | Structural and Multidisciplinary Optimization, Vol. 62, No. 1
- Towards a more complete object-orientation in graph-based design languages
  
  16 June 2020 | SN Applied Sciences, Vol. 2, No. 7
- Integrated design optimization of spar floating wind turbines
  
  Marine Structures, Vol. 72
- Towards Adjoint-based Sensitivity Analysis for Supersonic Jet Noise
  
  Enrico Fabiano,
  
  Asitav Mishra,
  
  Zhi Yang and
  
  Dimitri J. Mavriplis
  
  8 June 2020
- MDAx: Agile Generation of Collaborative MDAO Workflows for Complex Systems
  
  Andreas Page Risueño,
  
  Jasper Bussemaker,
  
  Pier Davide Ciampa and
  
  Bjoern Nagel
  
  8 June 2020
- A Model-Based RAMS Estimation Methodology for Innovative Aircraft on-board Systems supporting MDO Applications
  
  Francesco Bruno,
  
  Marco Fioriti,
  
  Giuseppa Donelli,
  
  Luca Boggero,
  
  Pier Davide Ciampa and
  
  Bjorn Nagel
  
  8 June 2020
- Data-driven Operation-based Aircraft Design Optimization
  
  Dajung Kim,
  
  Thierry Y. Druot and
  
  Rhea P. Liem
  
  8 June 2020
- Cybermatrix Protocol: A Novel Approach to Highly Collaborative and Computationally Intensive Multidisciplinary Aircraft Optimization
  
  Caslav Ilic,
  
  Andrei Merle,
  
  Mohammad Abu-Zurayk,
  
  Stefan Goertz,
  
  Martin Leitner,
  
  Özge Süelözgen,
  
  Thiemo Kier,
  
  Matthias Schulze,
  
  Thomas Klimmek,
  
  Christoph Kaiser,
  
  David Quero,
  
  Andreas Schuster,
  
  Michael Petsch,
  
  Dieter Kohlgrüber,
  
  Jannik Häßy,
  
  Richard Becker and
  
  Sebastian Gottfried
  
  8 June 2020
- Global Aero-Structural Design Optimization of More Flexible Wings for Commercial Aircraft
  
  Tobias F. Wunderlich,
  
  Sascha Daehne,
  
  Lars Reimer,
  
  Andreas Schuster and
  
  Olaf Brodersen
  
  8 June 2020
- Non-Intrusive Parametric Reduced Order Models with High-Dimensional Inputs via Gradient-Free Active Subspace
  
  Dushhyanth Rajaram,
  
  Raphael H. Gautier,
  
  Christian Perron,
  
  Olivia J. Pinon-Fischer and
  
  Dimitri Mavris
  
  8 June 2020
- Review of automated fibre placement and its prospects for advanced composites
  
  25 February 2020 | Journal of Materials Science, Vol. 55, No. 17
- Design for the Marketing Mix: The Past, Present, and Future of Market-Driven Engineering Design
  
  25 November 2019 | Journal of Mechanical Design, Vol. 142, No. 6
- A Decomposition-Based Optimization Algorithm for Combined Plant and Control Design of Interconnected Dynamic Systems
  
  3 March 2020 | Journal of Mechanical Design, Vol. 142, No. 6
- Corotational Finite Element Formulation for Static Nonlinear Analyses with Enriched Beam Elements
  
  T. Macquart,
  
  S. Scott,
  
  P. Greaves,
  
  P. M. Weaver and
  
  A. Pirrera
  
  28 January 2020 | AIAA Journal, Vol. 58, No. 5
- Massively Multipoint Aerodynamic Shape Design via Surrogate-Assisted Gradient-Based Optimization
  
  Jichao Li and
  
  Jinsheng Cai
  
  29 December 2019 | AIAA Journal, Vol. 58, No. 5
- Probabilistic analytical target cascading using kernel density estimation for accurate uncertainty propagation
  
  13 February 2020 | Structural and Multidisciplinary Optimization, Vol. 61, No. 5
- Multi-model management for time-dependent multidisciplinary design optimization problems
  
  30 April 2020 | Structural and Multidisciplinary Optimization, Vol. 61, No. 5
- Investigation of Horizontal Micro Kaplan Hydro Turbine Performance Using Multi-Disciplinary Design Optimization
  
  14 January 2020 | Journal of Energy Resources Technology, Vol. 142, No. 5
- Autonomous driving systems hardware and software architecture exploration: optimizing latency and cost under safety constraints
  
  11 December 2019 | Systems Engineering, Vol. 23, No. 3
- Using Taguchi and neural network approaches in the optimum design of product development process
  
  12 July 2019 | International Journal of Computer Integrated Manufacturing, Vol. 33, No. 4
- Optimization of the Interacting Stiffened Skins and Ribs Made of Composite Materials
  
  F. Farzan Nasab,
  
  H. J. M. Geijselaers,
  
  I. Baran,
  
  R. Akkerman and
  
  A. de Boer
  
  28 February 2020 | AIAA Journal, Vol. 58, No. 4
- A spatial kernel approach for topology optimization
  
  Computer Methods in Applied Mechanics and Engineering, Vol. 361
- Aerodynamic Optimization Design on Supersonic Transports Considering Sonic Boom Intensity
  
  17 July 2020 | Xibei Gongye Daxue Xuebao/Journal of Northwestern Polytechnical University, Vol. 38, No. 2
- A Review of Concepts, Benefits, and Challenges for Future Electrical Propulsion-Based Aircraft
  
  13 April 2020 | Aerospace, Vol. 7, No. 4
- Hybridization of Multi-Objective Deterministic Particle Swarm with Derivative-Free Local Searches
  
  7 April 2020 | Mathematics, Vol. 8, No. 4
- References
  
  28 February 2020
- Multidisciplinary robust design optimization under parameter and model uncertainties
  
  25 March 2019 | Engineering Optimization, Vol. 52, No. 3
- Multidisciplinary and Multifidelity Framework for Evaluating System-of-Systems Capabilities of Unmanned Aircraft
  
  Athanasios Papageorgiou,
  
  Johan Ölvander,
  
  Kristian Amadori and
  
  Christopher Jouannet
  
  13 December 2019 | Journal of Aircraft, Vol. 57, No. 2
- DAFoam: An Open-Source Adjoint Framework for Multidisciplinary Design Optimization with OpenFOAM
  
  Ping He,
  
  Charles A. Mader,
  
  Joaquim R. R. A. Martins and
  
  Kevin J. Maki
  
  12 January 2020 | AIAA Journal, Vol. 58, No. 3
- A Comparative Study of Formulations and Algorithms for Reliability-Based Co-Design Problems
  
  20 November 2019 | Journal of Mechanical Design, Vol. 142, No. 3
- Placing and scheduling many depth sensors for wide coverage and efficient mapping in versatile legged robots
  
  23 December 2019 | The International Journal of Robotics Research, Vol. 39, No. 4
- Collaborative maritime design using sequential optimisation and reliability assessment
  
  Proceedings of the Institution of Civil Engineers - Maritime Engineering, Vol. 173, No. 1
- Cloud-Based CAD Parametrization for Design Space Exploration and Design Optimization in Numerical Simulations
  
  18 March 2020 | Fluids, Vol. 5, No. 1
- Research needs in systems engineering: Report from a University of Alabama in Huntsville workshop
  
  18 June 2019 | Systems Engineering, Vol. 23, No. 2
- Incorporation of risk preferences in a value‐based systems engineering framework
  
  15 January 2020 | Systems Engineering, Vol. 23, No. 2
- Perspectives on aerodynamic design optimization
  
  Joaquim R. R. A. Martins
  
  5 January 2020
- Simultaneous Vehicle and Trajectory Design using Convex Optimization
  
  Beldon Lin,
  
  Michele Carpenter and
  
  Olivier de Weck
  
  5 January 2020
- A Set-based Approach for Coordination of Multi-level Collaborative Design Studies
  
  Xin Chen,
  
  Atif Riaz,
  
  Marin Guenov and
  
  Arturo Molina-Cristobal
  
  5 January 2020
- Efficient Modal Design Variables for Optimization of Aero-Elastic Wing
  
  Daniel J. Poole,
  
  Christian B. Allen and
  
  T. Rendall
  
  5 January 2020
- Reliability-based Co-Design of State-Constrained Stochastic Dynamical Systems
  
  Tonghui Cui,
  
  James T. Allison and
  
  Pingfeng Wang
  
  5 January 2020
- System Analyzer for a Bioinspired Mars Flight Vehicle System for Varying Mission Contexts
  
  Hunter Dunne,
  
  Giulia E. Palma,
  
  Jeremy A. Pohly,
  
  Bryan Mesmer,
  
  D Brian Landrum and
  
  Chang-Kwon Kang
  
  5 January 2020
- Planform Design and Optimization of Morphing Aircraft
  
  Jason Y. Kao,
  
  Daniel L. Clark,
  
  Scott A. Burton,
  
  Trenton L. White and
  
  Gregory W. Reich
  
  5 January 2020
- An Uncoupled Method for Fluid-Structure Interaction Analysis with Application to Aerostructural Design
  
  William Scholten and
  
  Darren J. Hartl
  
  5 January 2020
- A Time-Spectral Adjoint Approach for Aerodynamic Shape Optimization Under Periodic Wakes
  
  Ping He,
  
  Alton Luder,
  
  Charles Mader,
  
  Joaquim R. R. A. Martins and
  
  Kevin Maki
  
  5 January 2020
- Design Optimization of Solid Rocket Propulsion: A Survey of Recent Advancements
  
  Ahmed Mahjub,
  
  Nurul Musfirah Mazlan,
  
  M. Z. Abdullah and
  
  Qummare Azam
  
  27 November 2019 | Journal of Spacecraft and Rockets, Vol. 57, No. 1
- Cybermatrix: A Novel Approach to Computationally and Collaboration Intensive Multidisciplinary Optimization for Transport Aircraft Design
  
  27 September 2019
- Multidisciplinary System Modeling and Optimization
  
  27 August 2020
- Expendable and Reusable Launch Vehicle Design
  
  27 August 2020
- Coordinate Descent Optimization for Winged-UAV Design
  
  24 April 2019 | Journal of Intelligent & Robotic Systems, Vol. 97, No. 1
- Introducing multiobjective complex systems
  
  European Journal of Operational Research, Vol. 280, No. 2
- Using high-fidelity meta-models to improve performance of small dataset trained Bayesian Networks
  
  Expert Systems with Applications, Vol. 139
- On the use of coordination strategies in complex engineered system design projects
  
  4 December 2020 | Design Science, Vol. 6
- Multiobjective aerodynamic shape optimization of NACA0012 airfoil based mesh morphing
  
  24 July 2020 | International Journal for Simulation and Multidisciplinary Design Optimization, Vol. 11
- A Review of Methods to Study Resilience of Complex Engineering and Engineered Systems
  
  IEEE Access, Vol. 8
- Surrogate Based Co-Design for Combined Structure and Control Design Problems
  
  IEEE Access, Vol. 8
- Knowledge-Assisted Optimization for Large-Scale Design Problems: A Review and Proposition
  
  3 October 2019 | Journal of Mechanical Design, Vol. 142, No. 1
- A Machine Learning Enabled Multi-Fidelity Platform for the Integrated Design of Aircraft Systems
  
  11 October 2019 | Journal of Mechanical Design, Vol. 141, No. 12
- A novel methodology of sequential optimization and non-probabilistic time-dependent reliability analysis for multidisciplinary systems
  
  Aerospace Science and Technology, Vol. 94
- A Jacobian-free approximate Newton–Krylov startup strategy for RANS simulations
  
  Journal of Computational Physics, Vol. 397
- Efficient strategy for reliability-based optimization design of multidisciplinary coupled system with interval parameters
  
  Applied Mathematical Modelling, Vol. 75
- Adjoint-Based Geometrically Constrained Aerodynamic Optimization of a Transonic Compressor Stage
  
  28 August 2019 | Journal of Thermal Science, Vol. 28, No. 5
- Substructuring verification of a rear fuselage mounted twin-engine aircraft
  
  Aerospace Science and Technology, Vol. 93
- Urban Intelligence: a Modular, Fully Integrated, and Evolving Model for Cities Digital Twinning
- Collaboration and multidisciplinary design optimization for mechatronic systems
- Detection Chain Model Designed for Aircraft Concept Development
  
  Carina Marcus and
  
  Martin Räf
  
  2 June 2019 | Journal of Aircraft, Vol. 56, No. 5
- Multi-disciplinary and multi-objective optimization of an over-wing-nacelle aircraft concept
  
  27 November 2018 | CEAS Aeronautical Journal, Vol. 10, No. 3
- A Python surrogate modeling framework with derivatives
  
  Advances in Engineering Software, Vol. 135
- Multidisciplinary design optimization of aircraft wing using commercial software integration
  
  Aerospace Science and Technology, Vol. 92
- Aerothermal optimization of a ribbed U-bend cooling channel using the adjoint method
  
  International Journal of Heat and Mass Transfer, Vol. 140
- Multidisciplinary design optimization of a gear train transmission
  
  18 July 2019 | Concurrent Engineering, Vol. 27, No. 3
- Flutter and post-flutter constraints in aircraft design optimization
  
  Progress in Aerospace Sciences, Vol. 109
- A new multidisciplinary robust design optimization framework for an autonomous underwater vehicle in system and tactic design
  
  11 September 2018 | Proceedings of the Institution of Mechanical Engineers, Part M: Journal of Engineering for the Maritime Environment, Vol. 233, No. 3
- A CFD Based Application of Support Vector Regression to Determine the Optimum Smooth Twist for Wind Turbine Blades
  
  20 August 2019 | Sustainability, Vol. 11, No. 16
- Multi-physics bi-directional evolutionary topology optimization on GPU-architecture
  
  16 October 2018 | Engineering with Computers, Vol. 35, No. 3
- Formulation and integration of MDAO systems for collaborative design: A graph-based methodological approach
  
  Aerospace Science and Technology, Vol. 90
- Coordination in Design Teams as a Lens to Identifying Team Roles
  
  26 July 2019 | Proceedings of the Design Society: International Conference on Engineering Design, Vol. 1, No. 1
- GEMS, a Generic Engine for MDO Scenarios : Key Features in Application
  
  Francois Gallard,
  
  Pierre-Jean Barjhoux,
  
  Romain Olivanti and
  
  Anne Gazaix
  
  15 June 2019
- Large-scale multidisciplinary design optimization—review and recommendations
  
  John T. Hwang,
  
  Arnav V. Jain and
  
  Tae H. Ha
  
  15 June 2019
- Industrial Application of an Advanced Bi-level MDO Formulation to Aircraft Engine Pylon Optimization
  
  Anne Gazaix,
  
  François Gallard,
  
  Vincent Ambert,
  
  Damien Guénot,
  
  Maxime Hamadi,
  
  Stéphane Grihon,
  
  Patrick Sarouille,
  
  Thierry Y. Druot,
  
  Joël Brézillon,
  
  Vincent Gachelin,
  
  Justin Plakoo,
  
  Nicolas Desfachelles,
  
  Nathalie Bartoli,
  
  Thierry Lefebvre,
  
  Selime Gürol,
  
  Benoit Pauwels,
  
  Charlie Vanaret and
  
  Rémi Lafage
  
  15 June 2019
- A Multidisciplinary Airplane Research Integrated Library With Applications To Partial Turboelectric Propulsion
  
  Thierry Y. Druot,
  
  Mathieu Belleville,
  
  Pascal Roches,
  
  François Gallard,
  
  Nicolas Peteilh and
  
  Anne Gazaix
  
  14 June 2019
- Multidisciplinary wing design of a light long endurance UAV
  
  Aircraft Engineering and Aerospace Technology, Vol. 91, No. 6
- Bilevel Programming Weight Minimization of Composite Flying-Wing Aircraft with Curvilinear Spars and Ribs
  
  Wei Zhao and
  
  Rakesh K. Kapania
  
  27 March 2019 | AIAA Journal, Vol. 57, No. 6
- Constrained mixed-integer Gaussian mixture Bayesian optimization and its applications in designing fractal and auxetic metamaterials
  
  3 January 2019 | Structural and Multidisciplinary Optimization, Vol. 59, No. 6
- Multidisciplinary analysis of subsonic stealth unmanned combat aerial vehicles
  
  1 September 2018 | CEAS Aeronautical Journal, Vol. 10, No. 2
- The embedded isogeometric Kirchhoff–Love shell: From design to shape optimization of non-conforming stiffened multipatch structures
  
  Computer Methods in Applied Mechanics and Engineering, Vol. 349
- A Sequential Approach for Robust Multidisciplinary Design Optimization Under Mixed Interval and Probabilistic Uncertainties
  
  15 April 2019 | ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part B: Mechanical Engineering, Vol. 5, No. 2
- Why the ‘selfish’ optimizing agents could solve the decentralized reinforcement learning problems
  
  AI Communications, Vol. 32, No. 2
- Surrogate Modelling for Wing Planform Multidisciplinary Optimisation Using Model-Based Engineering
  
  International Journal of Aerospace Engineering, Vol. 2019
- High-Fidelity Design-Allocation Optimization of a Commercial Aircraft Maximizing Airline Profit
  
  John T. Hwang,
  
  John P. Jasa and
  
  Joaquim R. R. A. Martins
  
  29 January 2019 | Journal of Aircraft, Vol. 56, No. 3
- Heat recirculating reactors: Fundamental research and applications
  
  Progress in Energy and Combustion Science, Vol. 72
- Multifidelity Multidisciplinary Design Optimization of Integral Solid Propellant Ramjet Supersonic Cruise Vehicles
  
  International Journal of Aerospace Engineering, Vol. 2019
- A Target Cascading Method Using Model Based Simulation in Early Stage of Vehicle Development
  
  2 April 2019
- Aerothermodynamic Design Optimization of Hypersonic Vehicles
  
  Sinan Eyi,
  
  Kyle M. Hanquist and
  
  Iain D. Boyd
  
  26 November 2018 | Journal of Thermophysics and Heat Transfer, Vol. 33, No. 2
- OpenMDAO: an open-source framework for multidisciplinary design, analysis, and optimization
  
  1 March 2019 | Structural and Multidisciplinary Optimization, Vol. 59, No. 4
- An application-independent continuum mechanics interface for virtual engineering
  
  16 May 2018 | Engineering with Computers, Vol. 35, No. 2
- An Enhanced Reliability Index Method and Its Application in Reliability-Based Collaborative Design and Optimization
  
  Mathematical Problems in Engineering, Vol. 2019
- Structural Optimization of Internal Structure of Aircraft Wings with Curvilinear Spars and Ribs
  
  Shuvodeep De,
  
  Mohamed Jrad and
  
  Rakesh K. Kapania
  
  20 December 2018 | Journal of Aircraft, Vol. 56, No. 2
- Multimodality in Aerodynamic Wing Design Optimization
  
  Nicolas P. Bons,
  
  Xiaolong He,
  
  Charles A. Mader and
  
  Joaquim R. R. A. Martins
  
  11 January 2019 | AIAA Journal, Vol. 57, No. 3
- Filter-Based Sequential Radial Basis Function Method for Spacecraft Multidisciplinary Design Optimization
  
  Renhe Shi,
  
  Li Liu,
  
  Teng Long,
  
  Yufei Wu and
  
  Yifan Tang
  
  14 December 2018 | AIAA Journal, Vol. 57, No. 3
- Isogeometric sizing and shape optimization of thin structures with a solid-shell approach
  
  25 October 2018 | Structural and Multidisciplinary Optimization, Vol. 59, No. 3
- Leader-follower joint optimization problems in product family design
  
  18 May 2017 | Journal of Intelligent Manufacturing, Vol. 30, No. 3
- Modeling multidisciplinary design with multiagent learning
  
  28 August 2018 | Artificial Intelligence for Engineering Design, Analysis and Manufacturing, Vol. 33, No. 1
- Quantifying the Resilience-Informed Scenario Cost Sum: A Value-Driven Design Approach for Functional Hazard Assessment
  
  20 December 2018 | Journal of Mechanical Design, Vol. 141, No. 2
- A Comparison of Multidisciplinary Design Optimization Architectures with an Aircraft Case Study
  
  Brian W. Chell,
  
  Steven Hoffenson and
  
  Mark R. Blackburn
  
  6 January 2019
- Developing the “Trading Places” Boot Camp: Sharing Knowledge Between Theatre and Engineering
  
  Giulia E. Palma,
  
  Bryan Mesmer,
  
  Amy Guerin and
  
  Kristin Weger
  
  6 January 2019
- An Object-oriented Framework for Rapid Discrete Adjoint Development using OpenFOAM
  
  Ping He,
  
  Charles A. Mader,
  
  Joaquim R. R. A. Martins and
  
  Kevin Maki
  
  6 January 2019
- Combined Trajectory and Propulsion Optimization for Solar-Regenerative High-Altitude Long Endurance Unmanned Aircraft
  
  Nathaniel S. Gates,
  
  Kevin R. Moore,
  
  Andrew Ning and
  
  John D. Hedengren
  
  6 January 2019
- Structural Topology Optimisation with R-Snakes Volume of Solid
  
  Alexander D. Taylor,
  
  Alexandre D. Payot,
  
  Christian B. Allen and
  
  T. Rendall
  
  6 January 2019
- Efficient Aero-Structural Wing Optimization Using Compact Aerofoil Decomposition
  
  Daniel J. Poole,
  
  Christian B. Allen and
  
  T. Rendall
  
  6 January 2019
- Enabling Large-scale Multidisciplinary Design Optimization through Adjoint Sensitivity Analysis
  
  Joaquim R. R. A. Martins and
  
  Graeme Kennedy
  
  6 January 2019
- Balancing Antenna Performance vs. Radar Cross Section for a Passive Radar-Detecting Sensor on an Aircraft
  
  Carina Marcus
  
  6 January 2019
- Staged-Deployment Design for Resilient Expansion Planning of Large Scale Complex Systems
  
  Bayan Hamdan,
  
  Koki Ho and
  
  Pingfeng Wang
  
  6 January 2019
- Propeller Blades Design for the Bidirectional Rotor Systems of Fault Tolerant Multirotors
  
  Hao Xu and
  
  Yu Sheng
  
  6 January 2019
- Pattern Search Algorithm for Blackboard-Based Multidisciplinary Design Optimization Frameworks
  
  Nickolay Jelev,
  
  Andy Keane and
  
  Carren Holden
  
  14 September 2018 | Journal of Aircraft, Vol. 56, No. 1
- PEM Fuel Cells: Modeling
  
  5 October 2018
- Info-Gap (IG): Robust Design of a Mechanical Latch
  
  5 April 2019
- Modeling Collaboration in Parameter Design Using Multiagent Learning
  
  8 January 2019
- The Design and Modeling of an Optimized Mechatronic System Using a Set Based Concurrent Engineering
  
  4 September 2018
- Multiobjective backtracking search algorithm: application to FSI
  
  23 August 2018 | Structural and Multidisciplinary Optimization, Vol. 59, No. 1
- Multi-objective Optimization in Fluid–Structure Interaction
- An efficient metamodel-based multi-objective multidisciplinary design optimization framework
  
  Applied Soft Computing, Vol. 74
- A novel aspect of composite sandwich fairing structure optimization of a two-stage launch vehicle (Safir) using multidisciplinary design optimization independent subspace approach
  
  Aerospace Science and Technology, Vol. 84
- A Generalized Equivalent Circuit Model for Design Exploration of Li-Ion Battery Packs Using Data Analytics
  
  IFAC-PapersOnLine, Vol. 52, No. 5
- Experimental investigation of a hydrofoil designed via hydrostructural optimization
  
  Journal of Fluids and Structures, Vol. 84
- Review of Research into the Nature of Engineering and Development Rework: Need for a Systems Engineering Framework for Enabling Rapid Prototyping and Rapid Fielding
  
  Procedia Computer Science, Vol. 153
- Coupled aeropropulsive design optimisation of a boundary-layer ingestion propulsor
  
  31 October 2018 | The Aeronautical Journal, Vol. 123, No. 1259
- Correction of analytical model for lateral-staging rocket with modal data using hybrid optimization algorithms
- Nested and Simultaneous Solution Strategies for General Combined Plant and Control Design Problems
  
  10 October 2018 | Journal of Mechanical Design, Vol. 141, No. 1
- A set strategy approach for multidisciplinary robust design optimization under interval uncertainty
  
  2 January 2019 | Advances in Mechanical Engineering, Vol. 11, No. 1
- Multipoint high-fidelity CFD-based aerodynamic shape optimization of a 10 MW wind turbine
  
  3 April 2019 | Wind Energy Science, Vol. 4, No. 2
- A Computational Architecture for Coupling Heterogeneous Numerical Models and Computing Coupled Derivatives
  
  16 June 2018 | ACM Transactions on Mathematical Software, Vol. 44, No. 4
- CMDOWS: a proposed new standard to store and exchange MDO systems
  
  23 May 2018 | CEAS Aeronautical Journal, Vol. 9, No. 4
- Multi-Disciplinary Design Optimisation of the Cooled Squealer Tip for High Pressure Turbines
  
  6 November 2018 | Aerospace, Vol. 5, No. 4
- A Universal MDO Framework Based on the Adaptive Discipline Surrogate Model
  
  International Journal of Aerospace Engineering, Vol. 2018
- Slender-Wing Beam Reduction Method for Gradient-Based Aeroelastic Design Optimization
  
  O. Stodieck,
  
  J. E. Cooper,
  
  S. A. Neild,
  
  M. H. Lowenberg and
  
  L. Iorga
  
  8 October 2018 | AIAA Journal, Vol. 56, No. 11
- Efficient Aircraft Multidisciplinary Design Optimization and Sensitivity Analysis via Signomial Programming
  
  Martin A. York,
  
  Berk Öztürk,
  
  Edward Burnell and
  
  Warren W. Hoburg
  
  20 September 2018 | AIAA Journal, Vol. 56, No. 11
- Multidisciplinary modeling and surrogate assisted optimization for satellite constellation systems
  
  25 July 2018 | Structural and Multidisciplinary Optimization, Vol. 58, No. 5
- Gradient-based multidisciplinary design optimization of an autonomous underwater vehicle
  
  Applied Ocean Research, Vol. 80
- Application of multi-disciplinary optimization architectures in mineral processing simulations
  
  Minerals Engineering, Vol. 128
- A probabilistic framework for multidisciplinary design: Application to the hydrostructural optimization of supercavitating hydrofoils
  
  31 July 2018 | International Journal for Numerical Methods in Engineering, Vol. 116, No. 4
- Generic parameter penalty architecture
  
  26 April 2018 | Structural and Multidisciplinary Optimization, Vol. 58, No. 4
- Enhanced Collaborative Optimization Using Alternating Direction Method of Multipliers
  
  27 April 2018 | Structural and Multidisciplinary Optimization, Vol. 58, No. 4
- Design of a transonic wing with an adaptive morphing trailing edge via aerostructural optimization
  
  Aerospace Science and Technology, Vol. 81
- Re-imagining rotorcraft advanced design
  
  12 October 2018 | The Aeronautical Journal, Vol. 122, No. 1256
- System of Systems Architectural Design of On-Demand Electric Aviation Based on Mission Analysis
- A novel evolution control strategy for surrogate-assisted design optimization
  
  14 April 2018 | Structural and Multidisciplinary Optimization, Vol. 58, No. 3
- Collaborative optimization and 6σ design for composite pressure hull of underwater vehicle based on lamination parameters
  
  30 October 2017 | Journal of Marine Science and Technology, Vol. 23, No. 3
- A Hybrid Reduced-Order Model for the Aeroelastic Analysis of Flexible Subsonic Wings—A Parametric Assessment
  
  17 July 2018 | Aerospace, Vol. 5, No. 3
- An automated selection algorithm for nonlinear solvers in MDO
  
  21 June 2018 | Structural and Multidisciplinary Optimization, Vol. 58, No. 2
- Design Optimization of Cyber-Physical Systems by Partitioning and Coordination: A Study on Mechatronic Systems
- Development of a Conceptual Design Model for Aircraft Electric Propulsion with Efficient Gradients
  
  Benjamin J. Brelje and
  
  Joaquim R. Martins
  
  8 July 2018
- Hierarchical Weight Optimization Design of Aircraft Power Electronics Systems Using Metaheuristic Optimization Methods
  
  Qian Li,
  
  Rolando Burgos and
  
  Dushan Boroyevich
  
  8 July 2018
- Collaborative multi-objective optimization for distributed design of complex products
  
  2 July 2018
- Multidisciplinary Optimization of Unmanned Aircraft Considering Radar Signature, Sensors, and Trajectory Constraints
  
  Athanasios Papageorgiou,
  
  Mehdi Tarkian,
  
  Kristian Amadori and
  
  Johan Ölvander
  
  12 February 2018 | Journal of Aircraft, Vol. 55, No. 4
- Incorporating end-user models and associated uncertainties to investigate multiple stakeholder preferences in system design
  
  18 November 2017 | Research in Engineering Design, Vol. 29, No. 3
- A surrogate-based multi-disciplinary design optimization framework modeling wing–propeller interaction
  
  Aerospace Science and Technology, Vol. 78
- Aerothermodynamic Design Optimization of Hypersonic Vehicles
  
  Sinan Eyi,
  
  Kyle M. Hanquist and
  
  Iain D. Boyd
  
  24 June 2018
- A Critical Look at Design Automation Solutions for Collaborative MDO in the AGILE Paradigm
  
  Imco van Gent,
  
  Benedikt Aigner,
  
  Bastiaan Beijer and
  
  Gianfranco La Rocca
  
  24 June 2018
- A clustered and surrogate-based MDA use case for MDO scenarios in AGILE project
  
  Thierry Lefebvre,
  
  Nathalie Bartoli,
  
  Sylvain Dubreuil,
  
  Marco Panzeri,
  
  Riccardo Lombardi,
  
  Wim Lammen,
  
  Mengmeng Zhang,
  
  Imco van Gent and
  
  Pier Davide Ciampa
  
  24 June 2018
- A collaborative design method for the aircraft supply chain: multi-level optimization
  
  Bert De Wit,
  
  Wim Lammen,
  
  Jos Vankan,
  
  Huub Timmermans,
  
  Dominique Charbonnier,
  
  Ton van der Laan and
  
  Pier Ciampa
  
  24 June 2018
- Multiobjective Optimization of Composite Flying-wings with SpaRibs and Multiple Control Surfaces
  
  Wei Zhao and
  
  Rakesh K. Kapania
  
  24 June 2018
- Enabling Modular Aerostructural Optimization: Individual Discipline Feasible without the Jacobians
  
  Alp Dener,
  
  Jason E. Hicken,
  
  Gaetan K. Kenway and
  
  Joaquim R. R. A. Martins
  
  24 June 2018
- Aerostructural Design Optimization of a Flexible Wing Aircraft with Continuous Morphing Trailing Edge
  
  Gustavo E. Fujiwara,
  
  Nhan T. Nguyen,
  
  Eli Livne and
  
  Michael B. Bragg
  
  24 June 2018
- Solar Aircraft Design Trade Studies Using Geometric Programming
  
  Michael J. Burton,
  
  Mark Drela,
  
  Christopher Courtin,
  
  Dorian Colas,
  
  Vishvas S. Suryakumar and
  
  Nicholas H. Roberts
  
  24 June 2018
- A multi-fidelity framework to support the design of More-Electric Actuation
  
  Ana Garcia Garriga,
  
  Sangeeth S. Ponnusamy and
  
  Laura Mainini
  
  24 June 2018
- A computational interface for Steady-State Models: An FMI Extension
  
  Giulio Mose' Mancuso,
  
  Fabio Cremona,
  
  Leonardo Mangeruca,
  
  Alessandro Ulisse,
  
  Alessandro Mignogna,
  
  Stefano Boccabella,
  
  Alberto Ferrari and
  
  Luigi Di Guglielmo
  
  24 June 2018
- Aerothermal Optimization of Internal Cooling Passages Using a Discrete Adjoint Method
  
  Ping He,
  
  Charles A. Mader,
  
  Joaquim R. R. A. Martins and
  
  Kevin Maki
  
  24 June 2018
- Multidisciplinary Design Optimization of a 3D Composite Hydrofoil via Variable Accuracy Architecture
  
  Silvia Volpi,
  
  Matteo Diez and
  
  Frederick Stern
  
  24 June 2018
- Optimal Approximations of Coupling in Multidisciplinary Models
  
  Ricardo Baptista,
  
  Youssef Marzouk,
  
  Karen Willcox and
  
  Benjamin Peherstorfer
  
  31 May 2018 | AIAA Journal, Vol. 56, No. 6
- Shape optimization of streamlined decks of cable-stayed bridges considering aeroelastic and structural constraints
  
  Journal of Wind Engineering and Industrial Aerodynamics, Vol. 177
- A novel algorithm for conceptual design and optimisation of an affordable gliding airdrop platform using TCOMOGA
  
  8 May 2018 | The Aeronautical Journal, Vol. 122, No. 1252
- Multidisciplinary design analysis and optimisation of a reference offshore wind plant
  
  18 June 2018 | Journal of Physics: Conference Series, Vol. 1037
- A Coordinate Descent Method for Multidisciplinary Design Optimization of Electric-Powered Winged UAVs
- Secure Codesign: Achieving Optimality Without Revealing
  
  16 March 2018 | Journal of Computing and Information Science in Engineering, Vol. 18, No. 2
- Application of Signomial Programming to Aircraft Design
  
  Philippe G. Kirschen,
  
  Martin A. York,
  
  Berk Ozturk and
  
  Warren W. Hoburg
  
  18 December 2017 | Journal of Aircraft, Vol. 55, No. 3
- Turbofan Engine Sizing and Tradeoff Analysis via Signomial Programming
  
  Martin A. York,
  
  Warren W. Hoburg and
  
  Mark Drela
  
  24 November 2017 | Journal of Aircraft, Vol. 55, No. 3
- An aerodynamic design optimization framework using a discrete adjoint approach with OpenFOAM
  
  Computers & Fluids, Vol. 168
- Open-source coupled aerostructural optimization using Python
  
  7 February 2018 | Structural and Multidisciplinary Optimization, Vol. 57, No. 4
- Toolbox for super-structured and super-structure free multi-disciplinary building spatial design optimisation
  
  Advanced Engineering Informatics, Vol. 36
- Cooperative Co-Evolution-Based Design Optimization: A Concurrent Engineering Perspective
  
  IEEE Transactions on Evolutionary Computation, Vol. 22, No. 2
- Multidisciplinary Optimization of Auto-Body Lightweight Design Using Hybrid Metamodeling Technique and Particle Swarm Optimizer
  
  3 April 2018 | SAE International Journal of Materials and Manufacturing, Vol. 11, No. 4
- Architectural Decisions in Commercial Aircraft from the DC-3 to the 787
  
  Demetrios Kellari,
  
  Edward F. Crawley and
  
  Bruce G. Cameron
  
  24 January 2018 | Journal of Aircraft, Vol. 55, No. 2
- Mission-Based Multidisciplinary Aircraft Design Optimization Methodology Tailored for Adaptive Technologies
  
  Pedro F. Albuquerque,
  
  Pedro V. Gamboa and
  
  Miguel A. Silvestre
  
  31 October 2017 | Journal of Aircraft, Vol. 55, No. 2
- End-effector design optimisation and multi-robot motion planning for handling compliant parts
  
  9 September 2017 | Structural and Multidisciplinary Optimization, Vol. 57, No. 3
- Reduced-order models for aerodynamic applications, loads and MDO
  
  10 February 2018 | CEAS Aeronautical Journal, Vol. 9, No. 1
- An Analysis Framework for Topology Optimization of 3D Printed Reinforced Composites
  
  Luis G. Bahamonde,
  
  Brian Tatting,
  
  Ramy Harik,
  
  Zafer Gurdal,
  
  Adriana Blom-Schieber,
  
  Mostafa Rassaian and
  
  Steven P. Wanthal
  
  7 January 2018
- Multiobjective aerostructural optimization for efficient transport wing conceptual design
  
  Spyridon G. Kontogiannis,
  
  T. Kipouros and
  
  A Mark Savill
  
  7 January 2018
- GEMS: A Python Library for Automation of Multidisciplinary Design Optimization Process Generation
  
  Francois Gallard,
  
  Charlie Vanaret,
  
  Damien Guenot,
  
  Vincent Gachelin,
  
  Rémi Lafage,
  
  Benoit Pauwels,
  
  Pierre-Jean Barjhoux and
  
  Anne Gazaix
  
  7 January 2018
- Towards Automating the Sizing Process in Conceptual (Airframe) Systems Architecting
  
  Yogesh Bile,
  
  Atif Riaz,
  
  Marin D. Guenov and
  
  Arturo Molina-Cristobal
  
  7 January 2018
- Multifidelity Optimization Under Uncertainty for a Tailless Aircraft
  
  Anirban Chaudhuri,
  
  John Jasa,
  
  Joaquim R. R. A. Martins and
  
  Karen E. Willcox
  
  7 January 2018
- A Functional Approach to a Collaborative Iintegrated Wing and Movables Design
  
  Giorgio Enrico Bona and
  
  Kristof Risse
  
  7 January 2018
- Multifidelity Uncertainty Propagation via Adaptive Surrogates in Coupled Multidisciplinary Systems
  
  Anirban Chaudhuri,
  
  Remi Lam and
  
  Karen Willcox
  
  6 September 2017 | AIAA Journal, Vol. 56, No. 1
- A Game Theoretical Perspective on Incentivizing Collaboration in System Design
  
  26 November 2017
- Multidisciplinary Structural Optimization Using of NSGA-II and ɛ-Constraint Method in Lightweight Application
  
  6 December 2017
- Comprehensive PHEV Powertrain Co-design Performance Studies Using MDSDO
  
  6 December 2017
- Benchmarking Approaches for the Multidisciplinary Analysis of Complex Systems Using a Taylor Series-Based Scalable Problem
  
  6 December 2017
- Integrated Process Chain for Aerostructural Wing Optimization and Application to an NLF Forward Swept Composite Wing
  
  31 January 2018
- Design Procedure for Optimum Fiber Composite Airframe Structures Within an Automated Multidisciplinary Design and Optimization Process
  
  31 January 2018
- A survey of adaptive sampling for global metamodeling in support of simulation-based complex engineering design
  
  27 June 2017 | Structural and Multidisciplinary Optimization, Vol. 57, No. 1
- Multiobjective optimization of modular design concepts for a collection of interacting systems
  
  2 December 2017 | Structural and Multidisciplinary Optimization, Vol. 57, No. 1
- Multidisciplinary optimisation and controller tuning: an analysis with multi-objective techniques ⁎ 1This work is under the research initiative Multi-objective optimisation design (MOOD) procedures for engineering systems: Industrial applications, unmanned aerial systems and mechatronic devices, supported by the National Council of Scientific and Technological Development of Brazil (CNPq) through the grant PQ-2/304066/2016-8 and by MINECO and FEDER through the project CICYT HARCRICS (ref.DPI2014-58104-R).
  
  IFAC-PapersOnLine, Vol. 51, No. 4
- A new approach in system and tactic design optimization of an autonomous underwater vehicle by using Multidisciplinary Design Optimization
  
  Ocean Engineering, Vol. 147
- Multidisciplinary Design Optimization of Aerial Vehicles: A Review of Recent Advancements
  
  International Journal of Aerospace Engineering, Vol. 2018
- Cyber-Physical Simulation and Optimal Mitigation for Shipping Port Operations
  
  SSRN Electronic Journal, Vol. 3
- Compact implementation of non-hierarchical analytical target cascading for coordinating distributed multidisciplinary design optimization problems
  
  3 July 2017 | Structural and Multidisciplinary Optimization, Vol. 56, No. 6
- Multidisciplinary optimization of an NLF forward swept wing in combination with aeroelastic tailoring using CFRP
  
  10 October 2017 | CEAS Aeronautical Journal, Vol. 8, No. 4
- Balancing the radar and long wavelength infrared signature properties in concept analysis of combat aircraft – A proof of concept
  
  Aerospace Science and Technology, Vol. 71
- Multidisciplinary Optimization in Decentralized Reinforcement Learning
- A serialization-based partial decoupling approach for multidisciplinary design optimization of complex systems
  
  11 March 2016 | Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture, Vol. 231, No. 14
- A Review of Design Optimization Methods for Electrical Machines
  
  24 November 2017 | Energies, Vol. 10, No. 12
- Preliminary Sub-Systems Design Integrated in a Multidisciplinary Design Optimization Framework
  
  31 May 2019 | Transactions on Aerospace Research, Vol. 2017, No. 4
- Modified collaborative optimization for feasibility problem of final solution
  
  10 May 2017 | Structural and Multidisciplinary Optimization, Vol. 56, No. 5
- Knowledge Transfer Through Machine Learning in Aircraft Design
  
  IEEE Computational Intelligence Magazine, Vol. 12, No. 4
- Surrogate-Based Multidisciplinary Design Optimization of an Autonomous Underwater Vehicle Hull
- Automatic generation of simulation workflows for system verification using XDSM representation
- Multi-disciplinary optimization in aeronautical engineering
  
  12 May 2017 | Proceedings of the Institution of Mechanical Engineers, Part G: Journal of Aerospace Engineering, Vol. 231, No. 12
- Optimization of small aircraft parameters in the initial phase of the project
  
  28 June 2017 | Proceedings of the Institution of Mechanical Engineers, Part G: Journal of Aerospace Engineering, Vol. 231, No. 12
- Chemical-Equilibrium Analysis with Adjoint Derivatives for Propulsion Cycle Analysis
  
  Justin Gray,
  
  Jeffrey Chin,
  
  Tristan Hearn,
  
  Eric Hendricks,
  
  Thomas Lavelle and
  
  Joaquim R. R. A. Martins
  
  31 January 2017 | Journal of Propulsion and Power, Vol. 33, No. 5
- Optimal Rolling Maneuvers with Very Flexible Wings
  
  Salvatore Maraniello and
  
  Rafael Palacios
  
  1 August 2017 | AIAA Journal, Vol. 55, No. 9
- Controlling first four moments for robust optimization
  
  18 October 2016 | Optimization and Engineering, Vol. 18, No. 3
- Introduction of full flight dynamic stability constraints in aircraft multidisciplinary optimization
  
  Aerospace Science and Technology, Vol. 68
- Multidisciplinary design optimization under correlated uncertainties
  
  5 April 2017 | Concurrent Engineering, Vol. 25, No. 3
- Understanding lifecycle cost trade-offs for naval vessels: minimising production, maintenance, and resistance
  
  3 October 2016 | Ships and Offshore Structures, Vol. 12, No. 6
- Optimization of Piping Supports and Supporting Structure
  
  20 April 2017 | Journal of Pressure Vessel Technology, Vol. 139, No. 4
- Multidisciplinary design optimization architecture to concurrent design of satellite systems
  
  14 September 2016 | Proceedings of the Institution of Mechanical Engineers, Part G: Journal of Aerospace Engineering, Vol. 231, No. 10
- Tradespace exploration of in-space communications network architectures
  
  29 August 2016 | Technology Analysis & Strategic Management, Vol. 29, No. 6
- Practical problems of numerical optimization in aerospace sciences
  
  Aircraft Engineering and Aerospace Technology, Vol. 89, No. 4
- Structural Optimization of Aircraft Families with Sensitivity-Based Coordination Method
  
  Jun Zou,
  
  Weixing Yao and
  
  Piao Li
  
  15 February 2017 | Journal of Aircraft, Vol. 54, No. 4
- Collaborative optimization for ring-stiffened composite pressure hull of underwater vehicle based on lamination parameters
  
  International Journal of Naval Architecture and Ocean Engineering, Vol. 9, No. 4
- Research on multi-objective multidisciplinary design optimization based on particle swarm optimization
- On the Consequences of the "No Free Lunch" Theorem for Optimization on the Choice of an Appropriate MDO Architecture
  
  Charlie Vanaret,
  
  Francois Gallard and
  
  Joaquim R. R. A. Martins
  
  2 June 2017
- Composing MDAO symphonies: graph-based generation and manipulation of large multidisciplinary systems
  
  Imco van Gent,
  
  Gianfranco La Rocca and
  
  Leo L. Veldhuis
  
  2 June 2017
- Multimodality in Aerodynamic Wing Design Optimization
  
  Nicolas Bons,
  
  Xiaolong He,
  
  Charles A. Mader and
  
  Joaquim R. R. A. Martins
  
  2 June 2017
- Reliable Multidisciplinary Design of a Supersonic Nozzle Using Multifidelity Surrogates
  
  Richard W. Fenrich and
  
  Juan J. Alonso
  
  2 June 2017
- The AGILE Paradigm: the next generation of collaborative MDO
  
  Pier Davide Ciampa and
  
  Björn Nagel
  
  2 June 2017
- A Collaborative Architecture supporting AGILE Design of Complex Aeronautics Products
  
  Pier Davide Ciampa,
  
  Erwin Moerland,
  
  Doreen Seider,
  
  Erik Baalbergen,
  
  Riccardo Lombardi and
  
  Roberto D'Ippolito
  
  2 June 2017
- Knowledge architecture supporting collaborative MDO in the AGILE paradigm
  
  Imco van Gent,
  
  Pier Davide Ciampa,
  
  Benedikt Aigner,
  
  Jonas Jepsen,
  
  Gianfranco La Rocca and
  
  Joost Schut
  
  2 June 2017
- Development of a Multidisciplinary Design Optimization Framework Applied on UAV Design by Considering Models for Mission, Surveillance, and Stealth Performance
  
  Athanasios Papageorgiou,
  
  Johan Ölvander and
  
  Kristian Amadori
  
  2 June 2017
- A Surrogate-Based Multi-Disciplinary Design Optimization Framework Exploiting Wing-Propeller Interaction
  
  Christian Alba,
  
  Ali Elham,
  
  Brian German and
  
  Leo L. Veldhuis
  
  2 June 2017
- On the Design of a Strut-Braced Wing Configuration in a Collaborative Design Environment
  
  Erwin Moerland,
  
  Till Pfeiffer,
  
  Daniel Böhnke,
  
  Jonas Jepsen,
  
  Sebastian Freund,
  
  Carsten M. Liersch,
  
  Gabriel Pinho Chiozzotto,
  
  Carsten Klein,
  
  Julian Scherer,
  
  Yasim J. Hasan and
  
  Jan Flink
  
  5 June 2017
- Buffet-Onset Constraint Formulation for Aerodynamic Shape Optimization
  
  Gaetan K. W. Kenway and
  
  Joaquim R. R. A. Martins
  
  24 April 2017 | AIAA Journal, Vol. 55, No. 6
- A methodology to enable automatic 3D routing of aircraft Electrical Wiring Interconnection System
  
  10 March 2017 | CEAS Aeronautical Journal, Vol. 8, No. 2
- Wing aerostructural optimization using the Individual Discipline Feasible Architecture
  
  Aerospace Science and Technology, Vol. 65
- Multidisciplinary design optimization of the flapping wing system for forward flight
  
  12 February 2017 | International Journal of Micro Air Vehicles, Vol. 9, No. 2
- Wing Aerostructural Optimization Under Uncertain Aircraft Range and Payload Weight
  
  Luis Bahamonde Jacome and
  
  Ali Elham
  
  29 December 2016 | Journal of Aircraft, Vol. 54, No. 3
- Aerodynamic optimization of shrouded wind turbines
  
  4 November 2016 | Wind Energy, Vol. 20, No. 5
- Aerodynamic shape optimization of wind turbine blades using a Reynolds-averaged Navier-Stokes model and an adjoint method
  
  5 December 2016 | Wind Energy, Vol. 20, No. 5
- A parallel bi-level multidisciplinary design optimization architecture with convergence proof for general problem
  
  25 August 2016 | Engineering Optimization, Vol. 49, No. 4
- Multidisciplinary optimization design of a new underwater vehicle with highly efficient gradient calculation
  
  12 September 2016 | Structural and Multidisciplinary Optimization, Vol. 55, No. 4
- Adaptive efficient global optimization of systems with independent components
  
  18 February 2017 | Structural and Multidisciplinary Optimization, Vol. 55, No. 4
- Automated thermal and stress preliminary analyses applied to a turbine rotor
  
  Aerospace Science and Technology, Vol. 63
- A framework for parametric design optimization using isogeometric analysis
  
  Computer Methods in Applied Mechanics and Engineering, Vol. 316
- Power density ratio optimization of bimorph piezocomposite energy harvesters using a Multidisciplinary Design Feasible method
  
  Composite Structures, Vol. 165
- Multidisciplinary design optimization to identify additive manufacturing resources in customized product development
  
  26 October 2016 | Journal of Computational Design and Engineering, Vol. 4, No. 2
- A comprehensive computational multidisciplinary design optimization approach for a tidal power plant turbine
  
  17 March 2017 | Advances in Mechanical Engineering, Vol. 9, No. 3
- Adding Value to Trade Space Exploration When Designing Complex Engineered Systems
  
  31 May 2017 | Systems Engineering, Vol. 20, No. 2
- Simultaneous analysis and design based optimization for paper path and timing design of a high-volume printer
  
  Mechatronics, Vol. 41
- Multidisciplinary optimization of subsonic wing planform using free form deformation
- Similarity Maximization of a Scaled Aeroelastic Flight Demonstrator via Multidisciplinary Optimization
  
  Joan Mas Colomer,
  
  Nathalie Bartoli,
  
  Thierry Lefebvre,
  
  Sylvain Dubreuil,
  
  Joaquim R. R. A. Martins,
  
  Emmanuel Benard and
  
  Joseph Morlier
  
  5 January 2017
- Toward Wing Aerostructural Optimization Using Simultaneous Analysis and Design Strategy
  
  Ali Elham and
  
  Michael J. Van Tooren
  
  5 January 2017
- Sizing Methods for Aircraft of Variable Propulsion System Complexity
  
  Julius M. Vegh,
  
  Timothy MacDonald,
  
  Andrew Wendorff and
  
  Juan J. Alonso
  
  5 January 2017
- Increased System Consistency through Incorporation of Coupling in Value‐Based Systems Engineering
  
  24 April 2017 | Systems Engineering, Vol. 20, No. 1
- PEM Fuel Cells, Modeling
  
  19 October 2017
- Designer Systems of Systems: A Rational Integrated Approach of System Engineering to Tailored Aerodynamics, Aeroelasticity, Aero-viscoelasticity, Stability, Control, Geometry, Materials, Structures, Propulsion, Performance, Sizing, Weight, Cost
  
  17 August 2016
- Background on Multiobjective Optimization for Controller Tuning
  
  5 November 2016
- Simulation-Based Engineering
  
  28 July 2017
- Sub-space approximations for MDO problems with disparate disciplinary variable dependence
  
  14 June 2016 | Structural and Multidisciplinary Optimization, Vol. 55, No. 1
- Complementarity Problems in Structural Engineering: An Overview
  
  15 September 2015 | Archives of Computational Methods in Engineering, Vol. 24, No. 1
- A Method for Multidisciplinary System Analysis Based on Minimal Feedback Variables
  
  Mathematical Problems in Engineering, Vol. 2017
- Performance Evaluation of MDO Architectures within a Variable Complexity Problem
  
  Mathematical Problems in Engineering, Vol. 2017
- A multidisciplinary coupling relationship coordination algorithm using the hierarchical control methods of complex systems and its application in multidisciplinary design optimization
  
  9 January 2017 | Advances in Mechanical Engineering, Vol. 9, No. 1
- Multidisciplinary layout design optimization method using multi-fidelity analysis model inspired by the explicit method (Application to layout design problem considering a heat dissipation characteristic)
  
  Transactions of the JSME (in Japanese), Vol. 83, No. 855
- Time-Dependent Aeroelastic Adjoint-Based Aerodynamic Shape Optimization of Helicopter Rotors in Forward Flight
  
  Asitav Mishra,
  
  Dimitri Mavriplis and
  
  Jay Sitaraman
  
  30 August 2016 | AIAA Journal, Vol. 54, No. 12
- Riemannian optimization and multidisciplinary design optimization
  
  25 June 2016 | Optimization and Engineering, Vol. 17, No. 4
- Rule-based spacecraft design space exploration and sensitivity analysis
  
  Aerospace Science and Technology, Vol. 59
- Global/Local Optimization of Aircraft Wing Using Parallel Processing
  
  Qiang Liu,
  
  Mohamed Jrad,
  
  Sameer B. Mulani and
  
  Rakesh K. Kapania
  
  30 June 2016 | AIAA Journal, Vol. 54, No. 11
- Aeroservoelastic design definition of a 20 MW common research wind turbine model
  
  1 March 2016 | Wind Energy, Vol. 19, No. 11
- Propagation of Modeling Uncertainty by Polynomial Chaos Expansion in Multidisciplinary Analysis
  
  12 September 2016 | Journal of Mechanical Design, Vol. 138, No. 11
- A Sequential Robust Optimization Approach for Multidisciplinary Design Optimization With Uncertainty
  
  12 September 2016 | Journal of Mechanical Design, Vol. 138, No. 11
- Coupled adjoint aerostructural wing optimization using quasi-three-dimensional aerodynamic analysis
  
  3 May 2016 | Structural and Multidisciplinary Optimization, Vol. 54, No. 4
- A concurrent reliability optimization procedure in the earlier design phases of complex engineering systems under epistemic uncertainties
  
  11 October 2016 | Advances in Mechanical Engineering, Vol. 8, No. 10
- A variable-accuracy metamodel-based architecture for global MDO under uncertainty
  
  3 April 2016 | Structural and Multidisciplinary Optimization, Vol. 54, No. 3
- A full-space barrier method for stress-constrained discrete material design optimization
  
  2 April 2016 | Structural and Multidisciplinary Optimization, Vol. 54, No. 3
- High fidelity multidisciplinary design optimization of a wing using the interaction of low and high fidelity models
  
  6 October 2015 | Optimization and Engineering, Vol. 17, No. 3
- A parametric aircraft fuselage model for preliminary sizing and crashworthiness applications
  
  7 May 2016 | CEAS Aeronautical Journal, Vol. 7, No. 3
- Efficient wave-based acoustic material design optimization
  
  Computer-Aided Design, Vol. 78
- Multidisciplinary design optimization of large wind turbines—Technical, economic, and design challenges
  
  Energy Conversion and Management, Vol. 123
- Optimal vibration control and co-design of very flexible actuated structures
  
  Journal of Sound and Vibration, Vol. 377
- Roadmap to the multidisciplinary design analysis and optimisation of wind energy systems
  
  30 September 2016 | Journal of Physics: Conference Series, Vol. 753
- Integrated Layout and Support Structure Optimization for Offshore Wind Farm Design
  
  30 September 2016 | Journal of Physics: Conference Series, Vol. 753
- Future research in multi-step composite optimisation
- Implementation of collaborative multidisciplinary design optimization for conceptual design of a complex engineering product
  
  3 August 2016 | Concurrent Engineering, Vol. 24, No. 3
- Magnetic levitation assisted aircraft take-off and landing (feasibility study – GABRIEL concept)
  
  Progress in Aerospace Sciences, Vol. 85
- A maintenance-focused approach to complex system design
  
  14 July 2016 | Artificial Intelligence for Engineering Design, Analysis and Manufacturing, Vol. 30, No. 3
- Wind Turbine Design Optimization Under Environmental Uncertainty
  
  15 March 2016 | Journal of Engineering for Gas Turbines and Power, Vol. 138, No. 8
- A sensitivity-based coordination method for optimization of product families
  
  8 November 2015 | Engineering Optimization, Vol. 48, No. 7
- Gaussian multi-armed bandit problems with multiple objectives
- Parallel Aircraft Trajectory Optimization with Analytic Derivatives
  
  Robert D. Falck,
  
  Justin S. Gray and
  
  Bret Naylor
  
  10 June 2016
- A Methodology for Probabilistic Analysis of Distributed Multidisciplinary Architecture (PADMA)
  
  Sayan Ghosh and
  
  Dimitri N. Mavris
  
  10 June 2016
- Aero-structural approach coupled with direct operative cost optimization for new aircraft concept in preliminary design
  
  Andrea Viti,
  
  Thierry Druot and
  
  Antoine Dumont
  
  10 June 2016
- Adjoint Approach based on Reduced-order Model for Steady PDE Systems
  
  Jichao Li,
  
  Kun Qu,
  
  Jinsheng Cai and
  
  Changqiang Cao
  
  10 June 2016
- Wing Aerostructural Optimization Using the Individual Discipline Feasible Strategy
  
  Jan E. Hoogervorst and
  
  Ali Elham
  
  10 June 2016
- A goal-programming enhanced collaborative optimization approach to reducing lifecyle costs for naval vessels
  
  6 January 2016 | Structural and Multidisciplinary Optimization, Vol. 53, No. 6
- Decomposition analysis of the multidisciplinary coupling in LED System-in-Package design using a DSM and a specification language
  
  26 April 2016 | Structural and Multidisciplinary Optimization, Vol. 53, No. 6
- A matrix-free augmented lagrangian algorithm with application to large-scale structural design optimization
  
  6 October 2015 | Optimization and Engineering, Vol. 17, No. 2
- Numerical simulation and wind tunnel tests investigation and validation of a morphing wing-tip demonstrator aerodynamic performance
  
  Aerospace Science and Technology, Vol. 53
- Adaptive Energy Optimization Toward Net-Zero Energy Building Clusters
  
  2 May 2016 | Journal of Mechanical Design, Vol. 138, No. 6
- An agent-supported approach for the collaborative design of complex systems
  
  2 June 2016 | International Journal of Modeling, Simulation, and Scientific Computing, Vol. 07, No. 02
- Fuel Burn Reduction Through Wing Morphing
  
  15 May 2016
- High fidelity multidisciplinary design optimisation of an electromagnetic device
  
  10 December 2015 | Structural and Multidisciplinary Optimization, Vol. 53, No. 5
- Application of Multidisciplinary Systems‐of‐Systems Optimization to an Aircraft Design Problem
  
  29 August 2016 | Systems Engineering, Vol. 19, No. 3
- Turbomachinery design by a swarm-based optimization method coupled with a CFD solver
  
  Advances in aircraft and spacecraft science, Vol. 3, No. 2
- Pareto-based negotiation in distributed multidisciplinary design
  
  3 November 2015 | Structural and Multidisciplinary Optimization, Vol. 53, No. 4
- Exergy based optimization of rocket system staging times
- Empirical Study of Flight-Dynamic Influences on Radar Cross-Section Models
  
  Björn Persson and
  
  Peter Bull
  
  21 September 2015 | Journal of Aircraft, Vol. 53, No. 2
- Matrix-free aerostructural optimization of aircraft wings
  
  30 October 2015 | Structural and Multidisciplinary Optimization, Vol. 53, No. 3
- Interaction balance optimization in multidisciplinary design optimization problems
  
  21 December 2015 | Concurrent Engineering, Vol. 24, No. 1
- A study on simultaneous design of a Hall Effect Thruster and its low-thrust trajectory
  
  Acta Astronautica, Vol. 119
- Multidisciplinary optimization of a pump–fed system in a cryogenic LPE using a systematic approach based on genetic algorithm
  
  Aerospace Science and Technology, Vol. 49
- Prediction and Experimental Evaluation of Planar Wing Spanloads for Minimum Drag
  
  Gabrielle E. Wroblewski and
  
  Phillip J. Ansell
  
  2 January 2016
- Multifidelity Uncertainty Propagation in Coupled Multidisciplinary Systems
  
  Anirban Chaudhuri and
  
  Karen E. Willcox
  
  1 January 2016
- Wing Aerostructural Optimization under Uncertain Payload Weight and Aircraft Range
  
  Ali Elham and
  
  Luis Bahamonde Jacome
  
  1 January 2016
- Design Optimization of Small Rotors in Quad-Rotor Configuration
  
  Tim Carroll,
  
  Issi-Rae E. George and
  
  Goetz Bramesfeld
  
  2 January 2016
- Signomial Programming Models for Aircraft Design
  
  Philippe G. Kirschen,
  
  Edward Burnell and
  
  Warren Hoburg
  
  2 January 2016
- Decoupled Multidisciplinary Design Optimization Formulation for Interdisciplinary Coupling Satisfaction Under Uncertainty
  
  Loïc Brevault,
  
  Mathieu Balesdent,
  
  Nicolas Bérend and
  
  Rodolphe Le Riche
  
  2 November 2015 | AIAA Journal, Vol. 54, No. 1
- Multicriteria Building Spatial Design with Mixed Integer Evolutionary Algorithms
  
  31 August 2016
- Linear approximation filter strategy for collaborative optimization with combination of linear approximations
  
  4 September 2015 | Structural and Multidisciplinary Optimization, Vol. 53, No. 1
- Multidisciplinary dynamic optimization of horizontal axis wind turbine design
  
  22 August 2015 | Structural and Multidisciplinary Optimization, Vol. 53, No. 1
- Design of floating offshore wind turbines
- Situated Design Optimization of Haptic Devices
  
  Procedia CIRP, Vol. 50
- Computational study of engine external aerodynamics as a part of multidisciplinary optimization procedure
- Review of Optimization Strategies for System-Level Design in Hybrid Electric Vehicles
  
  IEEE Transactions on Vehicular Technology
- Biased Information Passing Between Subsystems Over Time in Complex System Design
  
  4 November 2015 | Journal of Mechanical Design, Vol. 138, No. 1
- Optimal Design and Acoustic Assessment of Low-Vibration Rotor Blades
  
  International Journal of Rotating Machinery, Vol. 2016
- Aerodynamic Optimization Based on Continuous Adjoint Method for a Flexible Wing
  
  International Journal of Aerospace Engineering, Vol. 2016
- Advanced Space Vehicle Design Taking into Account Multidisciplinary Couplings and Mixed Epistemic/Aleatory Uncertainties
  
  1 January 2017
- A collaborative optimization framework for parametric and parameter-free variables
  
  Engineering Computations, Vol. 32, No. 8
- A metamodel-based multidisciplinary design optimization process for automotive structures
  
  28 October 2014 | Engineering with Computers, Vol. 31, No. 4
- Automated generation of multiphysics simulation models to support multidisciplinary design optimization
  
  Advanced Engineering Informatics, Vol. 29, No. 4
- Multidisciplinary wing optimization of commercial aircraft with consideration of static aeroelasticity
  
  27 February 2015 | CEAS Aeronautical Journal, Vol. 6, No. 3
- Collaborative understanding of disciplinary correlations using a low-fidelity physics-based aerospace toolkit
  
  29 April 2015 | CEAS Aeronautical Journal, Vol. 6, No. 3
- Realizing collaborative systems design for missile seekers by combining design margin analysis with multi-disciplinary optimization
  
  15 June 2015 | Concurrent Engineering, Vol. 23, No. 3
- A Conceptual Design of a Comet Explorer Performing both Penetrating and Surface Roving Missions
  
  Yuchen Bai,
  
  Robert Farquhar,
  
  Hongcheng Xu and
  
  Xilun Ding
  
  28 August 2015
- Multidisciplinary Design Optimization Architectures
  
  18 December 2015
- An application of multidisciplinary design optimization to the hydrodynamic performances of underwater robots
  
  Ocean Engineering, Vol. 104
- Uncertainty-based MDO for aircraft conceptual design
  
  Aircraft Engineering and Aerospace Technology, Vol. 87, No. 4
- Differential geometry tools for multidisciplinary design optimization, part II: application to QSD
  
  9 November 2014 | Structural and Multidisciplinary Optimization, Vol. 52, No. 1
- Differential geometry tools for multidisciplinary design optimization, Part I: Theory
  
  9 November 2014 | Structural and Multidisciplinary Optimization, Vol. 52, No. 1
- Time dependent adjoint-based optimization for coupled fluid–structure problems
  
  Journal of Computational Physics, Vol. 292
- Multi-Disciplinary and Multi-Objective Optimization of an Unconventional Aircraft Concept
  
  Stefania Gemma and
  
  Franco Mastroddi
  
  18 June 2015
- Virtual flight testing in an aircraft sizing and optimization process
  
  Peter Schmollgruber,
  
  Nathalie Bartoli and
  
  Yves Gourinat
  
  18 June 2015
- Multidisciplinary and Multilevel Aircraft Design Methodology Using Enhanced Collaborative Optimization
  
  Pedro F. Albuquerque,
  
  Pedro V. Gamboa and
  
  Miguel �. Silvestre
  
  18 June 2015
- An MDO advisory system supported by knowledge-based technologies
  
  Maurice Hoogreef and
  
  Gianfranco La Rocca
  
  18 June 2015
- Multidisciplinary design optimization of a human occupied vehicle based on Bi-Level integrated system collaborative optimization
  
  22 July 2015 | China Ocean Engineering, Vol. 29, No. 4
- Surrogate models and mixtures of experts in aerodynamic performance prediction for aircraft mission analysis
  
  Aerospace Science and Technology, Vol. 43
- Ensemble Kalman Filters and geometric characterization of sensitivity spaces for uncertainty quantification in optimization
  
  Computer Methods in Applied Mechanics and Engineering, Vol. 290
- Dynamic Programming
- Comparison of Information Passing Strategies in System-Level Modeling
  
  Tomonori Honda,
  
  Francesco Ciucci,
  
  Kemper E. Lewis and
  
  Maria C. Yang
  
  7 March 2015 | AIAA Journal, Vol. 53, No. 5
- Sports building envelope optimization using multi-objective multidisciplinary design optimization (M-MDO) techniques: Case of indoor sports building project in China
- A multi-objective methodology for spacecraft equipment layouts
  
  1 March 2014 | Optimization and Engineering, Vol. 16, No. 1
- Development of a multidisciplinary design optimization framework for an efficient supersonic air vehicle
  
  Advances in aircraft and spacecraft science, Vol. 2, No. 1
- Development of Synthesis Level Design Model in Automobile Application Suitable for MDO using CO Approach
  
  14 April 2015 | SAE International Journal of Materials and Manufacturing, Vol. 8, No. 2
- Integrated Global Wing and Local Panel Optimization of Aircraft Wing
  
  Qiang Liu,
  
  Mohamed Jrad,
  
  Sameer B. Mulani and
  
  Rakesh K. Kapania
  
  2 January 2015
- Simultaneous aircraft allocation and mission optimization using a modular adjoint approach
  
  John Hwang,
  
  Satadru Roy,
  
  Jason Kao,
  
  Joaquim R. R. A. Martins and
  
  William A. Crossley
  
  2 January 2015
- Time-dependent Aero-elastic Adjoint-based Aerodynamic Shape Optimization of Helicopter Rotors in Forward Flight
  
  Asitav Mishra,
  
  Karthik Mani,
  
  Dimitri J. Mavriplis and
  
  Jayanarayanan Sitaraman
  
  2 January 2015
- Multimission Aircraft Fuel-Burn Minimization via Multipoint Aerostructural Optimization
  
  Rhea P. Liem,
  
  Gaetan K. W. Kenway and
  
  Joaquim R. R. A. Martins
  
  29 December 2014 | AIAA Journal, Vol. 53, No. 1
- Multidisciplinary Design Optimization: Designed by Computer
  
  31 January 2015
- Hierarchical Dataflow Model with Automated File Management for Engineering and Scientific Applications
  
  Procedia Computer Science, Vol. 66
- A Framework for Multidisciplinary Optimization of a Balancing Mechanism for an Industrial Robot
  
  Journal of Robotics, Vol. 2015
- Analysis of empirical knowledge acquisition process in optimal design of multi-disciplinary system
  
  Transactions of the JSME (in Japanese), Vol. 81, No. 830
- Technology Portfolio Planning by Weighted Graph Analysis of System Architectures
  
  8 September 2014 | Systems Engineering, Vol. 18, No. 1
- Multidisciplinary design optimization approach and its application to aerospace engineering
  
  5 November 2014 | Chinese Science Bulletin, Vol. 59, No. 36
- Geometric Programming for Aircraft Design Optimization
  
  Warren Hoburg and
  
  Pieter Abbeel
  
  10 October 2014 | AIAA Journal, Vol. 52, No. 11
- Multidisciplinary optimization of etch process chamber on the basis of MCDM
  
  22 January 2015 | Journal of Mechanical Science and Technology, Vol. 28, No. 11
- Exploring the effectiveness of parallel systems in distributed design processes subjected to stochastic disruptions
  
  30 September 2014 | Artificial Intelligence for Engineering Design, Analysis and Manufacturing, Vol. 28, No. 4
- Incorporating response variability and estimation uncertainty into Pareto front optimization
  
  Computers & Industrial Engineering, Vol. 76
- Uncertainty quantification by geometric characterization of sensitivity spaces
  
  Computer Methods in Applied Mechanics and Engineering, Vol. 280
- Computational Intelligence in Aerospace Sciences
  
  Massimiliano Vasile and
  
  Victor M. Becerra
  
  1 January 2014 | , Vol. 244
- Multidisciplinary Design Optimization of Aerospace Transportation Systems
  
  Edmondo Minisci and
  
  Massimiliano Vasile
  
  14 May 2015
- Design Rule Extraction Using Multiobjective Design Exploration
  
  Shigeru Obayashi
  
  14 May 2015
- A review of hybrid-electric energy management and its inclusion in vehicle sizing
  
  Aircraft Engineering and Aerospace Technology, Vol. 86, No. 6
- Large-Scale Multidisciplinary Optimization of a Small Satellite’s Design and Operation
  
  John T. Hwang,
  
  Dae Young Lee,
  
  James W. Cutler and
  
  Joaquim R. R. A. Martins
  
  10 October 2014 | Journal of Spacecraft and Rockets, Vol. 51, No. 5
- Aircraft Design with Active Load Alleviation and Natural Laminar Flow
  
  Jia Xu and
  
  Ilan Kroo
  
  24 September 2014 | Journal of Aircraft, Vol. 51, No. 5
- Aerodynamic Design Optimization Studies of a Blended-Wing-Body Aircraft
  
  Zhoujie Lyu and
  
  Joaquim R. R. A. Martins
  
  24 September 2014 | Journal of Aircraft, Vol. 51, No. 5
- A Conceptual Design of a Comet Explorer Performing both Penetrating and Surface Roving Missions
  
  Yuchen Bai,
  
  Robert Farquhar,
  
  Hongcheng Xu and
  
  Xilun Ding
  
  1 August 2014
- Multidisciplinary design optimization of offshore wind turbines for minimum levelized cost of energy
  
  Renewable Energy, Vol. 68
- Controller tuning using evolutionary multi-objective optimisation: Current trends and applications
  
  Control Engineering Practice, Vol. 28
- Application of a surrogate modeling to the ship structural design
  
  Ocean Engineering, Vol. 84
- Aircraft Component Multidisciplinary Design Optimization Considering Cost Performance
  
  Xiaojia Zhao,
  
  Richard Curran and
  
  Wim J. C. Verhagen
  
  13 June 2014
- Automatic Evaluation of Multidisciplinary Derivatives Using a Graph-Based Problem Formulation in OpenMDAO
  
  Justin S. Gray,
  
  Tristan A. Hearn,
  
  Kenneth T. Moore,
  
  John Hwang,
  
  Joaquim R. R. A. Martins and
  
  Andrew Ning
  
  13 June 2014
- Integrating a human designer's preferences in multidisciplinary design optimization
  
  Paul B. Reverdy,
  
  Akhil S. Reddy,
  
  Luigi Martinelli and
  
  Naomi E. Leonard
  
  13 June 2014
- Multidisciplinary Design Optimization of an Aircraft Wing via a Matrix-Free Approach
  
  Andrew Lambe,
  
  Graeme Kennedy and
  
  Joaquim R. R. A. Martins
  
  13 June 2014
- Covariance Matching Collaborative Optimization for Uncertainty-based Multidisciplinary Aircraft Design
  
  Sayan Ghosh,
  
  Chung Lee and
  
  Dimitri N. Mavris
  
  13 June 2014
- Multifidelity Airfoil Shape Optimization Using Adaptive Meshing
  
  Derek J. Dalle and
  
  Krzysztof Fidkowski
  
  13 June 2014
- Decoupled UMDO formulation for interdisciplinary coupling satisfaction under uncertainty
  
  Loic Brevault,
  
  Mathieu Balesdent,
  
  Nicolas Berend and
  
  Rodolphe Le Riche
  
  13 June 2014
- MDO for Hypersonic Scramjet Vehicle Development (Invited)
  
  Ryan P. Starkey
  
  13 June 2014
- Scalable Parallel Approach for High-Fidelity Steady-State Aeroelastic Analysis and Adjoint Derivative Computations
  
  Gaetan K. W. Kenway,
  
  Graeme J. Kennedy and
  
  Joaquim R. R. A. Martins
  
  22 April 2014 | AIAA Journal, Vol. 52, No. 5
- A graph theoretic approach to problem formulation for multidisciplinary design analysis and optimization
  
  31 October 2013 | Structural and Multidisciplinary Optimization, Vol. 49, No. 5
- Special Section on Multidisciplinary Design Optimization: Multidisciplinary Design Optimization of Dynamic Engineering Systems
  
  James T. Allison and
  
  Daniel R. Herber
  
  17 March 2014 | AIAA Journal, Vol. 52, No. 4
- Concurrent aerostructural topology optimization of a wing box
  
  Computers & Structures, Vol. 134
- Trends in Simulation Technologies for Aircraft Design
  
  2 August 2023 | Journal of Aerospace Sciences and Technologies
- High Aspect Ratio Wing Design: Optimal Aerostructural Tradeoffs for the Next Generation of Materials
  
  Joaquim R. R. A. Martins,
  
  Graeme Kennedy and
  
  Gaetan K. Kenway
  
  10 January 2014
- Multipoint High-Fidelity Aerostructural Optimization of a Transport Aircraft Configuration
  
  Gaetan K. W. Kenway and
  
  Joaquim R. R. A. Martins
  
  24 February 2014 | Journal of Aircraft, Vol. 51, No. 1
- Integrated Development and Modeling of Heat Pipe Solar Collectors
  
  Energy Procedia, Vol. 48
- Bounded Target Cascading in Hierarchical Design Optimization
  
  14 February 2015 | Advances in Mechanical Engineering, Vol. 6
- Multiple-gradient Descent Algorithm for Pareto-Front Identification
  
  19 June 2014
- Review and Unification of Methods for Computing Derivatives of Multidisciplinary Computational Models
  
  Joaquim R. R. A. Martins and
  
  John T. Hwang
  
  22 October 2013 | AIAA Journal, Vol. 51, No. 11
- Standard Platform for Benchmarking Multidisciplinary Design Analysis and Optimization Architectures
  
  Justin Gray,
  
  Kenneth T. Moore,
  
  Tristan A. Hearn and
  
  Bret A. Naylor
  
  24 September 2013 | AIAA Journal, Vol. 51, No. 10
- Stability-Constrained Aerodynamic Shape Optimization of Flying Wings
  
  Charles A. Mader and
  
  Joaquim R. R. A. Martins
  
  1 October 2013 | Journal of Aircraft, Vol. 50, No. 5
- Aerostructural design optimization of a 100-passenger regional jet with surrogate-based mission analysis
  
  Rhea P. Liem,
  
  Charles A. Mader,
  
  Edmund Lee and
  
  Joaquim R. R. A. Martins
  
  8 August 2013
- Complex System Optimization Using Biogeography-Based Optimization
  
  Mathematical Problems in Engineering, Vol. 2013
What's Popular

Volume 51, Number 9September 2013

Metrics

Crossmark

Information

Copyright © 2013 by the authors. Published by the American Institute of Aeronautics and Astronautics, Inc., with permission. Copies of this paper may be made for personal or internal use, on condition that the copier pay the $10.00 per-copy fee to the Copyright Clearance Center, Inc., 222 Rosewood Drive, Danvers, MA 01923; include the code 1533-385X/13 and $10.00 in correspondence with the CCC.

Topics

Keywords

Acknowledgments

This work was partially funded by a scholarship from the Natural Science and Engineering Research Council of Canada. We would like to thank the following colleagues for providing feedback on a preprint of this paper: Evin Cramer, Pascal Etman, Raphael Haftka, John Hwang, Harrison Kim, Brian Roth, and Jaroslaw Sobieski. Additional helpful suggestions were provided by James Allison, Sylvain Arreckx, Cristina Bloebaum, Robert Canfield, Justin Gray, Jason Hicken, Graeme Kennedy, Alicia Kim, Michael Kokkolaras, Zhoujie (Peter) Lyu, and Kenneth Moore. We are also grateful to the anonymous reviewers for their diligence and insights.

Digital

Received8 March 2012
Accepted13 November 2012
Published online20 August 2013

Multidisciplinary Design Optimization: A Survey of Architectures

Abstract

References

What's Popular

Metrics

Information