- Padron, A.S, Alonso, J.J., Palacios, F., Barone, M., and Eldred, M.S., "Multi-Fidelity Uncertainty Quantification Application to a Vertical Axis Wind Turbine Under an Extreme Gust," to appear in AIAA Aviation and Aeronautics Forum and Exposition 2014 (15th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference), Atlanta, GA, June 16-20, 2014.
- Safta, C., Chowdhary, K., Sargsyan, K., Najm, H.N., Debusschere, B.J., Swiler, L.P., and Eldred, M.S., "Uncertainty Quantification Methods for Model Calibration, Validation, and Risk Analysis," paper AIAA-2014-1497 in 16th AIAA Non-Deterministic Approaches Conference, National Harbor, Maryland, January 13-17, 2014.
- Ng, L.W.T. and Eldred, M.S., "Multifidelity Uncertainty Quantification Using Nonintrusive Polynomial Chaos and Stochastic Collocation," paper AIAA-2012-1852 in Proceedings of the 53rd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference (14th AIAA Non-Deterministic Approaches Conference), Honolulu, Hawaii, April 23-26, 2012.
- Eldred, M.S., Barone, M.F., Domino, S.P., Alonso, J.J., Iaccarino, G., Duraisamy, K., Tang, G, Witteveen, J.A.S., "Large-Scale Uncertainty and Error Analysis for Time-dependent Fluid/Structure Interactions in Wind Turbine Applications: Summary of Advances in Algorithm Research and Deployment," ASCR Exascale Research Conference, Portland, Apr. 16-18, 2012.
- Najm, H.N., Debusschere, B.J., Eldred, M.S., Safta, C., Jakeman, J.D., Higdon, D.M., Gattiker, J.R., Ghanem, R.G., Knio, O.M., Alexanderian, A., Marzouk, Y.M., El Moselhy, T.A., Li, J., Conrad, P.R., Bui-Thanh, T., Ghattas, O., Martin, J., Moser, R., Prudencio, E., and Stadler, G., "Quantification of Uncertainty in Extreme Scale Computations (QUEST)," ASCR Exascale Research Conference, Portland, Apr. 16-18, 2012.
- Eldred, M.S. and Swiler, L.P., "Towards Goal-Oriented Stochastic Design Employing Adaptive Collocation Methods, paper AIAA-2010-9125 in Proceedings of the 13th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Fort Worth, TX, Sept. 13-15, 2010.
- Swiler, L.P. and West, N.J., "Importance Sampling: Promises and Limitations, paper AIAA-2010-2850 in Proceedings of the 51st AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference (12th AIAA Non-Deterministic Approaches Conference), Orlando, FL, Apr 12-15, 2010.
- Tang, G., Iaccarino, G., and Eldred, M.S., "Global Sensitivity Analysis for Stochastic Collocation Expansion, paper AIAA-2010-2922 in Proceedings of the 51st AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference (12th AIAA Non-Deterministic Approaches Conference), Orlando, FL, Apr 12-15, 2010.
- Tang, G., Swiler. L.P., and Eldred, M.S., "Using Stochastic Expansion Methods in Evidence Theory for Mixed Aleatory-Epistemic Uncertainty Quantification," paper AIAA-2010-2589 in Proceedings of the 51st AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference (12th AIAA Non-Deterministic Approaches Conference), Orlando, FL, Apr 12-15, 2010.
- West, N.J. and Swiler, L.P., "Parameter Estimation via Gaussian Processes and Maximum Likelihood Estimation, paper AIAA-2010-2851 in Proceedings of the 51st AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference (12th AIAA Non-Deterministic Approaches Conference), Orlando, FL, Apr 12-15, 2010.
- Bichon, B.J., Mahadevan. S., and Eldred, M.S., "Reliability-Based Design Optimization Using Efficient Global Reliability Analysis, paper AIAA-2009-2261 in Proceedings of the 50th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference (11th AIAA Non-Deterministic Approaches Conference), Palm Springs, CA, May 4-7, 2009.
- Eldred, M.S., "Recent Advances in Non-Intrusive Polynomial Chaos and Stochastic Collocation Methods for Uncertainty Analysis and Design, paper AIAA-2009-2274 in Proceedings of the 50th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference (11th AIAA Non-Deterministic Approaches Conference), Palm Springs, CA, May 4-7, 2009.
- Swiler, L.P., Paez, T.L., Mayes, R.L., and Eldred, M.S., "Epistemic Uncertainty in the Calculation of Margins, paper AIAA-2009-2249 in Proceedings of the 50th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference (11th AIAA Non-Deterministic Approaches Conference), Palm Springs, CA, May 4-7, 2009.
- Eldred, M.S. and Burkardt, J., "Comparison of Non-Intrusive Polynomial Chaos and Stochastic Collocation Methods for Uncertainty Quantification, paper AIAA-2009-0976 in Proceedings of the 47th AIAA Aerospace Sciences Meeting, Orlando, FL, Jan. 5-8, 2009.
- Swiler, L.P., Adams, B.M., and Eldred, M.S., "Model Calibration Under Uncertainty: Matching Distribution Information, paper AIAA-2008-5944 in Proceedings of the 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Victoria, British Columbia, Canada, Sept. 10-12, 2008.
- Eldred, M.S., Webster, C.G., and Constantine, P.G., "Evaluation of Non-Intrusive Approaches for Wiener-Askey Generalized Polynomial Chaos, paper AIAA-2008-1892 in Proceedings of the 49th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference (10th AIAA Non-Deterministic Approaches Conference), Schaumburg, IL, April 7-10, 2008.
- Swiler, L.P. and Giunta, A.A., "Aleatory and epistemic uncertainty quantification for engineering applications, Proceedings of the Joint Statistical Meetings, July 29 - Aug. 2, 2007, Denver, CO.
- Bichon, B.J., Eldred, M.S., Swiler, L.P., Mahadevan, S., and McFarland, J.M., "Multimodal Reliability Assessment for Complex Engineering Applications using Efficient Global Optimization, paper AIAA-2007-1946 in Proceedings of the 48th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference (9th AIAA Non-Deterministic Approaches Conference), Honolulu, HI, April 23-26, 2007.
- Eldred, M.S., Adams, B.M., Copps, K.D., Carnes, B., Notz, P.K., Hopkins, M.M., and Wittwer, J.W., "Solution-Verified Reliability Analysis and Design of Compliant Micro-Electro-Mechanical Systems, paper AIAA-2007-1934 in Proceedings of the 48th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference (9th AIAA Non-Deterministic Approaches Conference), Honolulu, HI, April 23-26, 2007.
- Adams, B.M., Eldred, M.S., Wittwer, J., and Massad, J., "Reliability-Based Design Optimization for Shape Design of Compliant Micro-Electro-Mechanical Systems, paper AIAA-2006-7000 in the Proceedings of the 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Portsmouth, VA, Sept. 6-8, 2006.
- Eldred, M.S. and Dunlavy, D.M., "Formulations for Surrogate-Based Optimization with Data Fit, Multifidelity, and Reduced-Order Models, paper AIAA-2006-7117 in the Proceedings of the 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Portsmouth, VA, Sept. 6-8, 2006.
- Giunta, A.A., Swiler, L.P., Brown, S.L., Eldred, M.S., Richards, M.D., and Cyr, E.C., "The Surfpack Software Library for Surrogate Modeling of Sparse Irregularly Spaced Multidimensional Data, paper AIAA-2006-7049 in the Proceedings of the 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Portsmouth, VA, Sept. 6-8, 2006.
- Robinson, T.D., Willcox, K.E., Eldred, M.S., and Haimes, R., "Multifidelity Optimization for Variable-Complexity Design, paper AIAA-2006-7114 in the Proceedings of the 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Portsmouth, VA, Sept. 6-8, 2006.
- Eldred, M.S. and Bichon, B.J., "Second-Order Reliability Formulations in DAKOTA/UQ, paper AIAA-2006-1828 in Proceedings of the 47th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference (8th AIAA Non-Deterministic Approaches Conference), Newport, Rhode Island, May 1 - 4, 2006.
- Robinson, T.D., Eldred, M.S., Willcox, K.E., and Haimes, R., "Strategies for Multifidelity Optimization with Variable Dimensional Hierarchical Models, paper AIAA-2006-1819 in Proceedings of the 47th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference (2nd AIAA Multidisciplinary Design Optimization Specialist Conference), Newport, Rhode Island, May 1 - 4, 2006.
- Weickum, G., Eldred, M.S., and Maute, K., "Multi-point Extended Reduced Order Modeling For Design Optimization and Uncertainty Analysis, paper AIAA-2006-2145 in Proceedings of the 47th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference (2nd AIAA Multidisciplinary Design Optimization Specialist Conference), Newport, Rhode Island, May 1 - 4, 2006.
- Eldred, M.S., Bichon, B.J., and Adams, B.M., "Overview of Reliability Analysis and Design Capabilities in DAKOTA,Proceedings of the NSF Workshop on Reliable Engineering Computing (REC 2006), Savannah, GA, February 22-24, 2006.
- Eldred, M.S., Giunta, A.A., and Collis, S.S, "Second-Order Corrections for Surrogate-Based Optimization with Model Hierarchies, paper AIAA-2004-4457 in Proceedings of the 10th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Albany, NY, Aug. 30 - Sept. 1, 2004.
- Giunta, A.A., Eldred, M.S., Swiler, L.P., Trucano, T.G., and Wojtkiewicz, S.F., Jr., "Perspectives on Optimization Under Uncertainty: Algorithms and Applications paper AIAA-2004-4451 in Proceedings of the 10th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Albany, NY, Aug. 30 - Sept. 1, 2004.
- Perez, V.M., Eldred, M.S., and Renaud, J.E., "Solving the Infeasible Trust-region Problem Using Approximations, paper AIAA-2004-4312 in Proceedings of the 10th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Albany, NY, Aug. 30 - Sept. 1, 2004.
- Giunta, A.A., Eldred, M.S., and Castro, J.P., "Uncertainty Quantification Using Response Surface Approximations,Proceedings of the 9th ASCE Joint Specialty Conference on Probabilistic Mechanics and Structural Reliability, Albuquerque, NM, July 26-28, 2004.
- Perez, V.M., Eldred, M.S., and Renaud, J.E., "An rSQP Approach for a Single-Level Reliability Optimization,Proceedings of the 9th ASCE Joint Specialty Conference on Probabilistic Mechanics and Structural Reliability, Albuquerque, NM, July 26-28, 2004.
- van Bloemen Waanders, B., "Application of Optimization Methods to the Calibration of Water Distribution Systems," Proceedings of the World Water and Environmental Resources Congress (EWRI), Salt Lake City, UT, June 27 - July 1, 2004.
- Giunta, A.A., Wojtkiewicz, S.F., Jr., and Eldred, M.S., "Overview of Modern Design of Experiments Methods for Computational Simulations, paper AIAA-2003-0649 in Proceedings of the 41st AIAA Aerospace Sciences Meeting and Exhibit, Reno, NV, Jan. 6-9, 2003.
- Simpson, T.W., Booker, A.J., Ghosh, D., Giunta, A.A., Koch, P.N., and Yang, R.-J., "Approximation Methods in Multidisciplinary Analysis and Optimization: A Panel Discussion,3rd ISSMO/AIAA Internet Conference on Approximations in Optimization, Oct. 14-18, 2002.
- Eldred, M.S., Giunta, A.A., Wojtkiewicz, S.F., Jr., and Trucano, T.G., "Formulations for Surrogate-Based Optimization Under Uncertainty, paper AIAA-2002-5585 in Proceedings of the 9th AIAA/ISSMO Symposium on Multidisciplinary Analysis and Optimization, Atlanta, GA, Sept. 4-6, 2002.
- Giunta, A.A., Eldred, M.S., Trucano, T.G., and Wojtkiewicz, S.F., Jr., "Optimization Under Uncertainty Methods for Computational Shock Physics Applications, paper AIAA-2002-1642 in Proceedings of the 43rd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference (Nondeterministic Approaches Forum), Denver, CO, April 22-25, 2002.
- Giunta, A. A., "Use of Data Sampling, Surrogate Models, and Numerical Optimization in Engineering Design, paper AIAA-2002-0538 in Proceedings of the 40th AIAA Aerospace Sciences Meeting and Exhibit, Reno, NV, Jan. 2002.
- Wojtkiewicz, S.F., Jr., Eldred, M.S., Field, R.V., Jr., Urbina, A., and Red-Horse, J.R., "A Toolkit For Uncertainty Quantification In Large Computational Engineering Models, paper AIAA-2001-1455 in Proceedings of the 42nd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, Seattle, WA, April 16-19, 2001.
- Eldred, M.S., Hart, W.E., Schimel, B.D., and van Bloemen Waanders, B.G., "Multilevel Parallelism for Optimization on MP Computers: Theory and Experiment, paper AIAA-2000-4818 in Proceedings of the 8th AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization, Long Beach, CA, September 6-8, 2000.
- Giunta, A.A., and Eldred, M.S., "Implementation of a Trust Region Model Management Strategy in the DAKOTA Optimization Toolkit, paper AIAA-2000-4935 in Proceedings of the 8th AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization, Long Beach, CA, September 6-8, 2000.
- Eldred, M.S., and Schimel, B.D., "Extended Parallelism Models for Optimization on Massively Parallel Computers, paper 16-POM-2 in Proceedings of the 3rd World Congress of Structural and Multidisciplinary Optimization (WCSMO-3), Amherst, NY, May 17-21, 1999.
- Eldred, M.S., and Hart, W.E., "Design and Implementation of Multilevel Parallel Optimization on the Intel TeraFLOPS, paper AIAA-98-4707 in Proceedings of the 7th AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization, St. Louis, MO, Sept. 2-4, 1998, pp. 44-54.
- Blackwell, B.F., and Eldred, M.S., "Application of Reusable Interface Technology for Thermal Parameter Estimation,Proceedings of the 32nd National Heat Transfer Conference, Vol. 2, Eds. Dulikravitch, G.S., and Woodbury, K.E., HTD-Vol. 340, August 1997, pp. 1-8.
- Chen, K.S., and Witkowski, W.R., "Design Optimization of Liquid-Distribution Chamber-Slot Dies Using the DAKOTA Toolkit," 50th Annual Conference of the Society for Imaging Science and Technology, Cambridge MA, May 18-23, 1997.
- Hobbs, M. L., "A Global HMX Decomposition Model," 1996 JANNAF Propulsion Systems Hazards Subcommittee Meeting, Naval Postgraduate School, Monterey, CA, Nov. 4-8, 1996.
- Eldred, M.S., Hart, W.E., Bohnhoff, W.J., Romero, V.J., Hutchinson, S.A., and Salinger, A.G., "Utilizing Object-Oriented Design to Build Advanced Optimization Strategies with Generic Implementation, paper AIAA-96-4164 in Proceedings of the 6th AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization, Bellevue, WA, Sept. 4-6, 1996, pp. 1568-1582.
- Moen, C.D., Spence, P.A., Meza, J.C., and Plantenga, T.D., "Automatic Differentiation for Gradient-Based Optimization of Radiatively Heated Microelectronics Manufacturing Equipment," paper AIAA-96-4118 in Proceedings of the 6th AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization, Bellevue, WA, Sept. 4-6, 1996, pp. 1167-1175.
- Ponslet, E.R., and Eldred, M.S., "Discrete Optimization of Isolator Locations for Vibration Isolation Systems: an Analytical and Experimental Investigation," paper AIAA-96-4178 in Proceedings of the 6th AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization, Bellevue, WA, Sept. 4-6, 1996, pp. 1703-1716. Also appears as <a href="https://dakota.sandia.gov//sites/default/files/documents/VibIsol_SAND961169.pdf>Sandia Technical Report SAND96-1169, May 1996.
- Hart, W.E., "A Stationary Point Convergence Theory for Evolutionary Algorithms,"Proceedings of Foundations of Genetic Algorithms 4, San Diego, CA, August 3-5, 1996, pp. 325-342.
- Hart, W.E., Baden, S., Belew, R.K., Kohn, S., "Analysis of the Numerical Effects of Parallelism on a Parallel Genetic Algorithm,"Proceedings of the 10th International Parallel Processing Symposium(IPPS `96), Honolulu, HI, April 15-19, 1996, pp. 606-612.
- Hart, W.E., "A Theoretical Comparison of Evolutionary Algorithms and Simulated Annealing,"Proceedings of the Fifth Annual Conference on Evolutionary Programming (EP `96), San Diego, CA, February 29 - March 2, 1996, pp. 147-154.
- Harding, D.C., Eldred, M.S., and Witkowski, W.R., "Integration of Finite Element Analysis and Numerical Optimization Techniques for RAM Transport Package Design," Proceedings of the 11th International Conference on the Packaging and Transportation of Radioactive Materials (PATRAM `95), Las Vegas, NV, Dec. 3-8, 1995.
- Harding, D.C., and Eldred, M.S., "Radioactive Material Transportation Package Design Using Numerical Optimization Techniques," Proceedings of the 1995 Joint ASME/JSME Pressure Vessels and Piping Conference, Honolulu, Hawaii, July 23-27, 1995, Vol. PVP-307, pp. 29-36.
- Romero, V.J., Eldred, M.S., Bohnhoff, W.J., and Outka, D.E., "Application of Optimization to the Inverse Problem of Finding the Worst-Case Heating Configuration in a Fire," Proceedings of the 9th International Conference on Numerical Methods in Thermal Problems, Atlanta, GA, July 17-21, 1995, Vol. 9, Part 2, pp. 1022-1033.
- Witkowski, W.R., Eldred, M.S., and Harding, D.C., "Integration of Numerical Analysis Tools for Automated Numerical Optimization of a Transportation Package Design," Proceedings of the 5th AIAA/NASA/USAF/ISSMO Symposium on Multidisciplinary Analysis and Optimization, paper AIAA94-4259, Panama City Beach, FL, Sept. 7-9, 1994.
