Publications

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2013
Basudhar, A., and Missoum, S., “Classification-based Violation Measurement for Constrained Efficient Global Optimization”, Paper 5577. Proceedings of the 10th ISSMO World Congress of Structural and Multidisciplinary Optimization, Orlando, FL: 2013.
Lin, K., Basudhar, A., and Missoum, S., “Parallel Construction of Explicit Boundaries Using Support Vector Machines”, Engineering Computations, vol. 30, 2013, pp. 132-148.
Basudhar, A., and Missoum, S., “Reliability Assessment Using Probabilistic Support Vector Machines”, Int. J. of Reliability and Safety, vol. 7, 2013, pp. 156-173.
2012
Basudhar, A., Dribusch, C., Lacaze, S., and Missoum, S., “Constrained Efficient Global Optimization with Support Vector Machines”, Structural and Multidisciplinary Optimization, vol. 46, 2012, pp. 201-221.
2011
Basudhar, A., “Computational Optimal Design and Uncertainty Quantification of Complex Systems Using Explicit Decision Boundaries”, University of Arizona, 2011.
Jiang, P., Basudhar, A., and Missoum, S., “Reliability Assessment with Correlated Variables Using Support Vector Machines”, Proceedings of the 52nd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference, 2011.
2010
Basudhar, A., Lacaze, S., and Missoum, S., “Constrained Efficient Global Optimization with Probabilistic Support Vector Machines”, Proceedings of the 13th AIAA/ISSMO Multidisciplinary Analysis Optimization Conference, 2010.
Basudhar, A., and Missoum, S., “An Improved Adaptive Sampling Scheme for the Construction of Explicit Boundaries”, Structural and Multidisciplinary Optimization, vol. 42, 2010, pp. 517-529.
Basudhar, A., and Missoum, S., “Reliability Assessment Using Probabilistic Support Vector Machines (PSVMs)”, Proceedings of the 51st AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, 2010.
Arenbeck, H., Missoum, S., Basudhar, A., and Nikravesh, P., “Reliability-based Optimal Design and Tolerancing for Multibody Systems Using Explicit Design Space Decomposition”, Journal of Mechanical Design, vol. 132, 2010, p. 021010.
2009
Basudhar, A., and Missoum, S., “Local Update of Support Vector Machine Decision Boundaries”, Proceedings of the 50th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, 2009.
Basudhar, A., and Missoum, S., “A Sampling-Based Approach for Probabilistic Design with Random Fields”, Computer Methods in Applied Mechanics and Engineering, vol. 198, 2009, pp. 3647 - 3655.
2008
Basudhar, A., and Missoum, S., “Adaptive Explicit Decision Functions for Probabilistic Design and Optimization Using Support Vector Machines”, Computers & Structures, vol. 86, 2008, pp. 1904 - 1917.
Basudhar, A., Missoum, S., and Sanchez, A. Harrison, “Limit State Function Identification Using Support Vector Machines for Discontinuous Responses and Disjoint Failure Domains”, Probabilistic Engineering Mechanics, vol. 23, 2008, pp. 1 - 11.
Basudhar, A., and Missoum, S., “A Sampling-Based Approach for Probabilistic Design with Random Fields”, Proceedings of the 49th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, 2008.
Basudhar, A., and Missoum, S., “Two Alternative Schemes to Update SVM Approximations for the Identification of Explicit Decision Functions”, Proceedings of the 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2008.
2007
Arenbeck, H., Missoum, S., Basudhar, A., and Nikravesh, P., “Simulation Based Optimal Tolerancing for Multibody Systems”, Proceedings of the 19th ASME Reliability, Stress Analysis, and Failure Prevention Conference, 2007.
Basudhar, A., and Missoum, S., “Update of Explicit Limit State Functions Constructed Using Support Vector Machines”, Proceedings of the 48th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, 2007.

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