“Optimization Under Uncertainty of Parallel Nonlinear Energy Sinks”, Journal of Sound and Vibration, vol. 394, 2017, pp. 451-464.

, “Stochastic Optimization of Nonlinear Energy Sinks”, Structural and Multidisciplinary Optimization, vol. 55, 2017, pp. 633-646.

, “Optimization Under Uncertainty of Parallel Nonlinear Energy Sinks”, 57th AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, San Diego, CA: 2016.

, “Reliability Analysis in the Presence of Aleatory and Epistemic Uncertainties, Application to the Prediction of a Launch Vehicle Fallout Zone”, Journal of Mechanical Design, vol. 138, 2016, p. 111401.

, “Stochastic Optimization of Nonlinear Energy Sinks Using Resonance-based Clustering”, Proceedings of the ASME 2016 International Mechanical Engineering Congress & Exposition, 2016.

, “Fusion of Clinical and Stochastic Finite Element Data for Hip Fracture Risk Prediction”, Journal of Biomechanics, vol. 48, 2015, pp. 4043–4052.

, “A Hybrid Risk Model for Hip Fracture Prediction Using Clinical and Stochastic Finite Element Data”, Summer Biomechanics, Bioengineering, and Biotransport Conference, Snowbird, Utah, June 17-20, 2015.

, “Methods for High Dimensional and Computationally Intensive Models”, In Estimation of Rare Event Probabilities in Complex Aerospace and Other Systems, A Practical Approach. , Elsevier, 2015.

, “Probability of Failure Sensitivity with Respect to Decision Variables”, Structural and Multidisciplinary Optimization, 2015.

, “Reliability-based Design Optimization of Nonlinear Energy Sinks”, Proceedings of the 11th World Congress of Structural and Multidisciplinary Optimisation (WCSMO-11), Sydney, Australia: 2015.

, “A Sampling-based RBDO Algorithm with Local Refinement and Efficient Gradient Estimation”, 12th International Conference on Applications of Statistics Probability in Civil Engineering, Vancouver, Canada, 2015.

, “Explicit Mapping of Acoustic Regimes for Wind Instruments”, Journal of Sound and Vibration, vol. 333, 2014, pp. 5018-5029.

, “A Generalized "Max-Min" Sample for Reliability Assessment with Dependent Variables”, ASME 2014 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, Buffalo, NY: 2014.

, “Hip Fracture Prediction Using Finite Element Modeling and Machine Learning”, 7th World Congress of Biomechanics, Boston, MA, Jul. 6 - 11, 2014.

, “Identification Under Uncertainty of Material Properties of Composite Sandwich Panels”, American Society for Composites 29th Technical Conference 16th US-Japan Conference on Composite Materials ASTM-D30 Meeting, San Diego, CA: 2014.

, “A Minimal Model of a Single-Reed Instrument Producing Quasi-Periodic Sounds”, Acta Acustica United with Acustica, vol. 100, 2014, pp. 543-554.

, “Optimal SVM Parameter Selection for Non-separable and Unbalanced Datasets”, Structural and Multidisciplinary Optimization, vol. 50, 2014, pp. 523-535.

, “Optimization Under Uncertainty of Nonlinear Energy Sinks”, ASME 2014 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, Buffalo, NY: 2014.

, “Parameter Estimation with Correlated Outputs Using Fidelity Maps”, Probabilistic Engineering Mechanics, vol. 38, 2014, pp. 13 - 21.

, “Bayesian Calibration Using Fidelity Maps”, MS-MMSM14. Proceedings of the 11th International Conference on Structural Safety & Reliability, New York, NY: 2013.

, “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.

, “Estimation of Probability of Failure with Dependent Variables using Copulas and Support Vector Machines”, DETC2013-13383. Proceedings of the 22nd ASME Reliability, Stress Analysis, and Failure Prevention Conference, Portland, OR: 2013.

, “Explicit Maps of Acoustic Regimes of a Wind Instrument”, DETC2013-12644. Proceedings of the 25th ASME Conference on Mechanical Vibration and Noise, Portland, OR: 2013.

, “A Fully Parameterized Finite Element Model of a Grand Piano Soundboard for Sensitivity Analysis of the Dynamic Behavior”, DETC2013-13193. Proceedings of the ASME 25th Conference on Mechanical Vibration and Noise, Porland, OR: 2013.

, “Fully Parameterized Finite Element Model of a Grand Piano Soundboard for Sensitivity Analysis of the Dynamic Behavior”, University of Arizona, 2013.

, “A Generalized “Max-Min” Sample for Surrogate Update”, Structural and Multidisciplinary Optimization, vol. 49, 2013, pp. 683-687.

, “Multi-Fidelity Construction of Explicit Boundaries: Application to Aeroelasticity”, University of Arizona, 2013.

, “Optimal Parameter Selection of an SVM Model: Application to Hip Fracture Risk Prediction”, AIAA-2013-1935. Proceedings of the 54th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, Boston, MA, April 8-11, 2013.

, “Parallel Construction of Explicit Boundaries Using Support Vector Machines”, Engineering Computations, vol. 30, 2013, pp. 132-148.

, “Reliability Assessment Using Probabilistic Support Vector Machines”, Int. J. of Reliability and Safety, vol. 7, 2013, pp. 156-173.

, “Reliability-Based Design Optimization Using Kriging and Support Vector Machines”, MS-MMSM16. Proceedings of the 11th International Conference on Structural Safety & Reliability, New-York, NY: 2013.

, “Towards Hip Fracture Prediction Using Finite Element Analysis and Machine Learning”, Poster presentation. 2013 Annual meeting of the American Society for Bone and Mineral Research (ASBMR), Baltimore, MD: 2013.

, “A Bayesian Approach for Identification using Support Vector Machines”, Proceedings of the 2012 ASME Verification and Validation Symposium, 2012.

, “Constrained Efficient Global Optimization with Support Vector Machines”, Structural and Multidisciplinary Optimization, vol. 46, 2012, pp. 201-221.

, “Construction of Aeroelastic Stability Boundaries Using a Multi-Fidelity Approach”, Proceedings of the 53rd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference, 2012.

, “Fidelity Maps for Model Update under Uncertainty: Application to a Piano Soundboard”, Proceedings of the 53rd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference, 2012.

, “The Incorporation of Support Vector Machines and Hip Geometric Structure Assessments in the Development of Hip Fracture Risk Prediction Model”, 2012 Annual meeting of the American Society for Bone and Mineral Research (ASBMR), 2012.

, “Computational Optimal Design and Uncertainty Quantification of Complex Systems Using Explicit Decision Boundaries”, University of Arizona, 2011.

, “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.

, “Constrained Efficient Global Optimization with Probabilistic Support Vector Machines”, Proceedings of the 13th AIAA/ISSMO Multidisciplinary Analysis Optimization Conference, 2010.

, “An Improved Adaptive Sampling Scheme for the Construction of Explicit Boundaries”, Structural and Multidisciplinary Optimization, vol. 42, 2010, pp. 517-529.

, “A Multifidelity Approach for the Construction of Explicit Decision Boundaries: Application to Aeroelasticity”, Structural and Multidisciplinary Optimization, vol. 42, 2010, pp. 693-705.

, “Reliability Assessment Using Probabilistic Support Vector Machines (PSVMs)”, Proceedings of the 51st AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, 2010.

, “Reliability-based Design Optimization of Nonlinear Aeroelasticity Problems”, Journal of Aircraft, vol. 47, 2010, pp. 992 - 998.

, “Reliability-based Optimal Design and Tolerancing for Multibody Systems Using Explicit Design Space Decomposition”, Journal of Mechanical Design, vol. 132, 2010, p. 021010.

, “Local Update of Support Vector Machine Decision Boundaries”, Proceedings of the 50th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, 2009.

, “A Sampling-Based Approach for Probabilistic Design with Random Fields”, Computer Methods in Applied Mechanics and Engineering, vol. 198, 2009, pp. 3647 - 3655.

, “Adaptive Explicit Decision Functions for Probabilistic Design and Optimization Using Support Vector Machines”, Computers & Structures, vol. 86, 2008, pp. 1904 - 1917.

, “Limit State Function Identification Using Support Vector Machines for Discontinuous Responses and Disjoint Failure Domains”, Probabilistic Engineering Mechanics, vol. 23, 2008, pp. 1 - 11.

, “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.

, “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.

, “Simulation Based Optimal Tolerancing for Multibody Systems”, Proceedings of the 19th ASME Reliability, Stress Analysis, and Failure Prevention Conference, 2007.

, “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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