Michael S. Eldred

Optimization & Uncertainty Quantification

Author profile picture

Optimization & Uncertainty Quantification

mseldre@sandia.gov

(505) 844-6479

Sandia National Laboratories, New Mexico
 P.O. Box 5800
 Albuquerque, NM 87185-1318

Biography

Mike led the DAKOTA project for 15 years (1994-2009) and now leads algorithm research activities that target new capabilities for DAKOTA. Mike’s research interests include uncertainty quantification, design under uncertainty, multifidelity modeling, surrogate-based optimization, and high-performance computing, with application to stockpile stewardship and energy initiatives through NNSA and Office of Science programs (ASC, SciDAC, et al.). A number of his publications are available on the DAKOTA web site.

Education

Mike received his B.S. in Aerospace Engineering from Virginia Tech in 1989, his M.S.E. and Ph.D. in Aerospace Engineering from the University of Michigan in 1990 and 1993, and is currently a Distinguished Member of the Technical Staff in the Optimization and Uncertainty Quantification Department within the Center for Computing Research at Sandia National Laboratories.

Mike is an Associate Fellow of the American Institute of Aeronautics and Astronautics (AIAA) and a member of the Society for Industrial and Applied Mathematics (SIAM), the International Society for Structural and Multidisciplinary Optimization (ISSMO), and the United States Association for Computational Mechanics (USACM). Mike currently serves as an alumni member of the AIAA Nondeterministic Approaches Technical Committee and on the editorial board for the International Journal for Uncertainty Quantification.

Publications

  • Eldred, M., Adams, B., Geraci, G., Portone, T., Ridgway, E., Stephens, J., Wildey, T., & Wildey, T. (2022). Deployment of Multifidelity Uncertainty Quantification for Thermal Battery Assessment Part I: Algorithms and Single Cell Results. https://doi.org/10.2172/1885882 Publication ID: 80135
  • Jakeman, J., Eldred, M., Geraci, G., Seidl, D., Smith, T., Gorodetsky, A., Pham, T., Narayan, A., Zeng, X., Ghanem, R., & Ghanem, R. (2022). Multi-fidelity information fusion and resource allocation. https://doi.org/10.2172/1888363 Publication ID: 80245
  • Jakeman, J., Friedman, S., Eldred, M., Tamellini, L., Gorodetsky, A.A., Allaire, D., & Allaire, D. (2022). Adaptive experimental design for multi-fidelity surrogate modeling of multi-disciplinary systems. International Journal for Numerical Methods in Engineering, 123(12), pp. 2760-2790. https://doi.org/10.1002/nme.6958 Publication ID: 80511
  • Najm, H.N., Yang, Y., Zador, J., Eldred, M., & Eldred, M. (2021). Surrogate models and physics constraints in atomistic modeling [Conference Presenation]. https://doi.org/10.2172/1903685 Publication ID: 77137
  • Tran, A., Eldred, M., McCann, S., Wang, Y., & Wang, Y. (2021). srMO-BO-3GP: A sequential regularized multi-objective Bayesian optimization for constrained design applications using an uncertain Pareto classifier. Journal of Mechanical Design, 144(3). https://doi.org/10.1115/1.4052445 Publication ID: 75386
  • Eldred, M., Geraci, G., Gorodetsky, A., Jakeman, J., Portone, T., Wildey, T., Rushdi, A.A., Seidl, D., & Seidl, D. (2021). The Dakota Project: Connecting the Pipeline from Uncertainty Quantification R&D to Mission Impact [Presentation]. https://www.osti.gov/biblio/1891078 Publication ID: 76127
  • Friedman, S., Jakeman, J., Eldred, M., Tamellini, L., Gorodestky, A., Allaire, D., & Allaire, D. (2021). Adaptive resource allocation for surrogate modeling of systems comprised of multiple disciplines with varying fidelity. https://doi.org/10.2172/1807453 Publication ID: 78769
  • Jakeman, J., Eldred, M., Geraci, G., Portone, T., Rushdi, A.A., Seidl, D., Smith, T., & Smith, T. (2021). Multi-fidelity Machine Learning [Conference Presenation]. https://doi.org/10.2172/1876608 Publication ID: 79162
  • Michael, M., Geraci, G., Eldred, M., Portone, T., & Portone, T. (2021). Hybrid multi-level Monte Carlo polynomial chaos method for global sensitivity analysis [Conference Presenation]. https://doi.org/10.2172/1882333 Publication ID: 79476
  • Zeng, X., Geraci, G., Eldred, M., Jakeman, J., Gorodetsky, A., Ghanem, R., & Ghanem, R. (2021). Adaptive Basis for Multifidelity Uncertainty Quantification [Conference Presenation]. https://doi.org/10.2172/1889016 Publication ID: 79504
  • Eldred, M., Geraci, G., Gorodetsky, A., Jakeman, J., Portone, T., & Portone, T. (2021). Efficient Deployment of Multifidelity Sampling Methods in Production Settings [Conference Presenation]. https://doi.org/10.2172/1882491 Publication ID: 79508
  • Menhorn, F., Geraci, G., Seidl, D., Eldred, M., King, R., Bungartz, H., Marzouk, Y., & Marzouk, Y. (2021). Multilevel Estimators for Measures of Robustness in Optimization under Uncertainty [Conference Presenation]. https://doi.org/10.2172/1881729 Publication ID: 79510
  • Jakeman, J., Friedman, S., Eldred, M., Tamellini, L., Gorodetsky, A., Allaire, D., & Allaire, D. (2021). Adaptive resource allocation for surrogate modeling of systems comprised of multiple disciplines with varying fidelity [Conference Presenation]. https://doi.org/10.2172/1872879 Publication ID: 78820
  • Jakeman, J., Gorodetsky, A., Eldred, M., Geraci, G., Smith, T., & Smith, T. (2021). MFNETS: Multi-Fidelity Data-Driven Networks for Data Analysis [Conference Presenation]. https://doi.org/10.2172/1854429 Publication ID: 77472
  • Portone, T., Swiler, L., Geraci, G., Eldred, M., & Eldred, M. (2021). Application of Multifidelity Uncertainty Quantification Methods to a Subsurface Transport Model [Conference Presenation]. https://doi.org/10.2172/1847219 Publication ID: 77339
  • Eldred, M., Gorodetsky, A., Geraci, G., Jakeman, J., Portone, T., & Portone, T. (2021). Recent Advances in Adaptive Refinement of (Regression-Based) Multifidelity Surrogates for UQ [Conference Presenation]. https://doi.org/10.2172/1847573 Publication ID: 77372
  • Menhorn, F., Geraci, G., Seidl, D., Eldred, M., King, R., Bungartz, H., Marzouk, Y., & Marzouk, Y. (2021). Multifidelity Monte Carlo Estimators for Robust Formulations in Optimization under Uncertainty [Conference Presenation]. https://doi.org/10.2172/1847580 Publication ID: 77379
  • Merritt, M., Geraci, G., Eldred, M., Portone, T., & Portone, T. (2021). Hybrid multi-level Monte Carlo polynomial chaos method for global sensitivity analysis [Conference Presenation]. https://doi.org/10.2172/1847581 Publication ID: 77380
  • Zeng, X., Geraci, G., Eldred, M., Ghanem, R., & Ghanem, R. (2021). Exploring important directions for multifidelity uncertainty quantification by basis adaptation method [Conference Presenation]. https://doi.org/10.2172/1848037 Publication ID: 77384
  • Eldred, M. (2021). Introduction of Michael S. Eldred [Presentation]. https://www.osti.gov/biblio/1843098 Publication ID: 75163
  • Menhorn, F., Geraci, G., Seidl, D., Eldred, M., King, R., Bungartz, H., Marzouk, Y., & Marzouk, Y. (2020). Multifidelity strategies for optimization under uncertainty of wind power plants [Conference Presenation]. https://doi.org/10.2172/1836901 Publication ID: 72258
  • Gorodetsky, A., Tsuji, K., Jakeman, J., Geraci, G., Eldred, M., & Eldred, M. (2020). Multifidelity information fusion via network models for uncertainty quantification in aerospace dynamical systems [Conference Presenation]. https://doi.org/10.2172/1836910 Publication ID: 72268
  • Geraci, G., Eldred, M., Gorodetsky, A., Jakeman, J., & Jakeman, J. (2020). Multifidelity Strategies in UQ: an overview on some recent trends in sampling based approaches [Conference Poster]. https://www.osti.gov/biblio/1822111 Publication ID: 74972
  • Tran, A., Eldred, M., Wang, Y., McCann, S., & McCann, S. (2020). srMO-BO-3GP: A sequential regularized multi-objective constrained Bayesian optimization for design applications [Conference Poster]. https://doi.org/10.1115/DETC2020-22184 Publication ID: 74268
  • Gorodetsky, A.A., Geraci, G., Eldred, M., Jakeman, J., & Jakeman, J. (2020). A generalized approximate control variate framework for multifidelity uncertainty quantification. Journal of Computational Physics, 408. https://doi.org/10.1016/j.jcp.2020.109257 Publication ID: 71027
  • Eldred, M. (2020). FY20 Q3/Q4 Modularization [Presentation]. https://www.osti.gov/biblio/1786300 Publication ID: 73617
  • Maniaci, D., Hsieh, A.S., Geraci, G., Seidl, D., Herges, T., Eldred, M., Blaylo, M., Houchens, B., & Houchens, B. (2020). Verification Validation and Uncertainty Quantification (V&V/UQ) of Wind Plant Models Project Overview of FY20 Q2 Milestone Completion: Wind Uncertainty Quantification Session and Publications [Presentation]. https://www.osti.gov/biblio/1778659 Publication ID: 73286
  • Menhorn, F.M., Geraci, G., Eldred, M., Marzouk, Y.M., & Marzouk, Y.M. (2020). Multifideliy optimization under uncertainty for a scramjet-inspired problem [Conference Poster]. Proceedings of the 6th European Conference on Computational Mechanics: Solids, Structures and Coupled Problems, ECCM 2018 and 7th European Conference on Computational Fluid Dynamics, ECFD 2018. https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85066268758&origin=inward Publication ID: 61778
  • Maniaci, D., Frankel, A., Geraci, G., Blaylock, M.L., Eldred, M., & Eldred, M. (2020). Multilevel uncertainty quantification of a wind turbine large eddy simulation model [Conference Poster]. Proceedings of the 6th European Conference on Computational Mechanics: Solids, Structures and Coupled Problems, ECCM 2018 and 7th European Conference on Computational Fluid Dynamics, ECFD 2018. https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85081054879&origin=inward Publication ID: 62569
  • Blonigan, P., Geraci, G., Rizzi, F., Eldred, M., & Eldred, M. (2020). Towards an integrated and efficient framework for leveraging reduced order models for multifidelity uncertainty quantification [Conference Poster]. AIAA Scitech 2020 Forum. https://doi.org/10.2514/6.2020-0420 Publication ID: 70669
  • Blonigan, P., Geraci, G., Rizzi, F., Eldred, M., & Eldred, M. (2020). Towards an integrated and efficient framework for leveraging reduced order models for multifidelity Uncertainty Quantification [Conference Poster]. https://doi.org/10.2514/6.2020-0420 Publication ID: 70670
  • Hsieh, A.S., Maniaci, D., Herges, T.G., Geraci, G., Seidl, D., Eldred, M., Blaylock, M.L., Houchens, B., & Houchens, B. (2020). Multilevel Uncertainty Quantification Using CFD and OpenFAST Simulations of the SWiFT Facility [Conference Poster]. https://doi.org/10.2514/6.2020-1949 Publication ID: 70698
  • Eldred, M., Geraci, G., Iaccarino, G., & Iaccarino, G. (2020). Foreword: Special issue on multilevel-multifidelity approaches for uncertainty quantification. International Journal for Uncertainty Quantification, 10(5), pp. v-ix. https://doi.org/10.1615/int.j.uncertaintyquantification.v10.i6.10 Publication ID: 71919
  • Tran, A., Eldred, M., McCann, S., Wang, Y., & Wang, Y. (2020). srMO-BO-3GP: A sequential regularized multi-objective constrained Bayesian optimization for design applications [Conference Poster]. Proceedings of the ASME Design Engineering Technical Conference. https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85094669306&origin=inward Publication ID: 74041
  • Gorodetsky, A.A., Jakeman, J., Geraci, G., Eldred, M., & Eldred, M. (2020). Mfnets: Multi-fidelity data-driven networks for bayesian learning and prediction. International Journal for Uncertainty Quantification, 10(6), pp. 595-622. https://doi.org/10.1615/Int.J.UncertaintyQuantification.2020032978 Publication ID: 74093
  • Friedrich, M., Geraci, G., Seidl, D., Eldred, M., Ryan, K., Hans-Joachim, B., Youssef, M., & Youssef, M. (2019). Higher moment multilevel estimators for optimization under uncertainty applied to wind plant design [Conference Poster]. https://www.osti.gov/biblio/1643359 Publication ID: 66951
  • Geraci, G., Blonigan, P., Rizzi, F., Gorodetsky, A., carlberg, K., Eldred, M., & Eldred, M. (2019). An integrated and efficient framework for embedded Reduced Order Models for multifidelity Uncertainty Quantification [Conference Poster]. https://www.osti.gov/biblio/1643587 Publication ID: 66524
  • Geraci, G., Eldred, M., Gorodetsky, A., Jakeman, J., & Jakeman, J. (2019). Recent advancement in Multifidelity Uncertainty Quantification [Conference Poster]. https://www.osti.gov/biblio/1642820 Publication ID: 65621
  • Eldred, M., Geraci, G., Gorodetsky, A., Jakeman, J., & Jakeman, J. (2019). Multilevel / Multifidelity Sampling and Emulation for Forward UQ [Presentation]. https://www.osti.gov/biblio/1645988 Publication ID: 65019
  • Blonigan, P., Geraci, G., Rizzi, F., Eldred, M., carlberg, K., & carlberg, K. (2019). On-line Generation and Error Handling for Surrogate Models within Multifidelity Uncertainty Quantification. https://doi.org/10.2172/1567834 Publication ID: 65256
  • Eldred, M., Geraci, G., Seidl, D., Menhorn, F., King, R., Herges, T.G., Hsieh, A.S., Maniaci, D., & Maniaci, D. (2019). Milestone: Develop multilevel emulator-based Bayesian inference capabilities and demonstrate data assimilation for SWiFT configuration [Presentation]. https://www.osti.gov/biblio/1646013 Publication ID: 65367
  • Najm, H.N., Safta, C., Huan, X., Casey, T., Sargsyan, K., Oefelein, J., Lacaze, G., Vane, Z., Eldred, M., Geraci, G., & Geraci, G. (2019). Uncertainty Quantification in Computational Models of Large Scale Physical Systems [Conference Poster]. https://www.osti.gov/biblio/1641505 Publication ID: 70287
  • Casey, T., Debusschere, B., Eldred, M., Geraci, G., Ghanem, R., Jakeman, J., Marzouk, Y., Najm, H.N., Safta, C., Sargsyan, K., & Sargsyan, K. (2019). FASTMath: UQ Algorithms [Conference Poster]. https://www.osti.gov/biblio/1641088 Publication ID: 69621
  • Najm, H.N., Safta, C., Huan, X., Casey, T., Sargsyan, K., Oefelein, J., Lacaze, G., Eldred, M., Geraci, G., & Geraci, G. (2019). Uncertainty Quantification in Large Scale Computational Models [Conference Poster]. https://www.osti.gov/biblio/1641089 Publication ID: 69622
  • Eldred, M., Geraci, G., Gorodetsky, A., Jakeman, J., & Jakeman, J. (2019). Experience with Multilevel/Multifidelity/Multi-Index Sampling and Surrogate Approaches for Forward Uncertainty Quantification [Conference Poster]. https://www.osti.gov/biblio/1641388 Publication ID: 70119
  • Geraci, G., Eldred, M., Gorodetsky, A., Jakeman, J., & Jakeman, J. (2019). Recent Advancements for Multifidelity UQ and OUU in Dakota: Capability Overview and Perspectives [Conference Poster]. https://www.osti.gov/biblio/1641419 Publication ID: 70164
  • Eldred, M. (2019). Multifidelity Modeling Workshop Panel Session: User Stories Success Cases and Target Areas [Presentation]. https://www.osti.gov/biblio/1645443 Publication ID: 69288
  • Eldred, M. (2019). Advanced UQ Methods in Dakota [Presentation]. https://www.osti.gov/biblio/1645509 Publication ID: 69486
  • Blaylock, M.L., Houchens, B., Frankel, A., Maniaci, D., Herges, T.G., Geraci, G., Eldred, M., Knaus, R., Sakievich, P., & Sakievich, P. (2019). Comparison of Field Measurements and Large Eddy Simulations of the Scaled Wind Farm Technology (SWiFT) Site [Conference Poster]. https://doi.org/10.1115/AJKFluids2019-5493 Publication ID: 68689
  • Geraci, G., Gorodetsky, A., Eldred, M., Jakeman, J., & Jakeman, J. (2019). Recent advancements toward generalized sampling strategies for multifidelity Uncertainty Quantification [Presentation]. https://www.osti.gov/biblio/1644568 Publication ID: 67615
  • Geraci, G., Menhorn, F., Huan, X., Safta, C., Marzouk, Y., Najm, H.N., Eldred, M., & Eldred, M. (2019). Progress in Scramjet Design Optimization Under Uncertainty Using Simulations of the HIFire Configuration [Conference Poster]. https://www.osti.gov/biblio/1582123 Publication ID: 64163
  • Geraci, G., Eldred, M., Gorodetsky, A., Jakeman, J., & Jakeman, J. (2019). Recent advancements in Multilevel-Multifidelity techniques for forward UQ in the DARPA Sequoia project [Conference Poster]. https://doi.org/10.2514/6.2019-0722 Publication ID: 64164
  • Najm, H.N., Ghanem, R., Eldred, M., & Eldred, M. (2018). Design Optimization under Uncertainty in Large Scale Computational Models [Conference Poster]. https://www.osti.gov/biblio/1594692 Publication ID: 60189
  • Safta, C., Geraci, G., Eldred, M., Najm, H.N., Riegner, D., Windl, W., & Windl, W. (2018). Interatomic Potentials Models for Cu-Ni and Cu-Zr Alloys. https://doi.org/10.2172/1475252 Publication ID: 59193
  • Geraci, G., Eldred, M., & Eldred, M. (2018). Leveraging Intrinsic Principal Directions for Multifidelity Uncertainty Quantification. https://doi.org/10.2172/1475254 Publication ID: 59205
  • Eldred, M., Geraci, G., Gorodetsky, A., Jakeman, J., & Jakeman, J. (2018). Lecture 1: Multilevel-Multifidelity with Monte Carlo Sampling; Algorithms and deployment experience [Presentation]. https://www.osti.gov/biblio/1582192 Publication ID: 63755
  • Safta, C., Huan, X., Najm, H.N., Sargsyan, K., Eldred, M., Geraci, G., & Geraci, G. (2018). Adaptive Sparse Quadrature for Multifidelity Scramjet Simulations [Conference Poster]. https://www.osti.gov/biblio/1569685 Publication ID: 63078
  • Jakeman, J., Butler, T., Eldred, M., Geraci, G., Gorodetsky, A., Wildey, T., & Wildey, T. (2018). Adaptive multi-index collocation for quantifying uncertainty [Conference Poster]. https://www.osti.gov/biblio/1806541 Publication ID: 63211
  • Eldred, M., Geraci, G., Gorodetsky, A., Jakeman, J., & Jakeman, J. (2018). Adaptive Refinement Strategies for Multilevel Polynomial Chaos Expansions [Conference Poster]. https://www.osti.gov/biblio/1575179 Publication ID: 61666
  • Geraci, G., Eldred, M., Iaccarino, G., & Iaccarino, G. (2018). MULTILEVEL /MULTIFIDELITY MONTE CARLO FOR WAVE PROPAGATION IN HETEROGENEOUS MEDIA [Conference Poster]. https://www.osti.gov/biblio/1525626 Publication ID: 61698
  • Maniaci, D., Frankel, A., Geraci, G., Blaylock, M.L., Eldred, M., & Eldred, M. (2018). Multi-level Uncertainty Quantification of a Wind Turbine Large Eddy Simulation Model [Conference Poster]. https://www.osti.gov/biblio/1525640 Publication ID: 61737
  • Safta, C., Huan, X., Sargsyan, K., Najm, H.N., Eldred, M., Geraci, G., & Geraci, G. (2018). Sparse multifidelity approximations for forward UQ [Conference Poster]. https://www.osti.gov/biblio/1510682 Publication ID: 61747
  • Geraci, G., Gorodetsky, A., Eldred, M., Jakeman, J., & Jakeman, J. (2018). TOWARDS LEVERAGING ACTIVE DIRECTION FOR EFFICIENT MULTIFIDELITY UQ STRATEGIES [Conference Poster]. https://www.osti.gov/biblio/1525631 Publication ID: 61779
  • Huan, X., Safta, C., Sargsyan, K., Geraci, G., Eldred, M., Vane, Z., Lacaze, G., Oefelein, J., Najm, H.N., & Najm, H.N. (2018). Global Sensitivity Analysis and Estimation of Model Error, Toward Uncertainty Quantification in Scramjet Computations. AIAA Journal, 56(3), pp. 1170-1184. https://doi.org/10.2514/1.J056278 Publication ID: 57736
  • Najm, H.N., Debusschere, B., Sparks, N., Sargsyan, K., Huan, X., Oefelein, J., Vane, Z., Eldred, M., Geraci, G., Knio, O., Sraj, I., Scovazzi, G., Colomes, O., Marzouk, Y., Zahm, O., Menhorn, F., Ghanem, R., Tsilifis, P., & Tsilifis, P. (2018). Uncertainty Quantification in LES Computations of Turbulent Multiphase Combustion in a Scramjet Engine ? ScramjetUQ ? [Conference Poster]. https://www.osti.gov/biblio/1572447 Publication ID: 60908
  • Huan, X., Geraci, G., Vane, Z., Safta, C., Eldred, M., Oefelein, J., Najm, H.N., Sargsyan, K., & Sargsyan, K. (2018). Multifidelity Statistical Analysis of Large Eddy Simulations in Scramjet Computations [Conference Poster]. https://doi.org/10.2514/6.2018-1180 Publication ID: 58547
  • Huan, X., Geraci, G., Safta, C., Eldred, M., Sargsyan, K., Vane, Z., Oefelein, J., Najm, H.N., & Najm, H.N. (2018). Multifidelity Statistical Analysis of Large Eddy Simulations in Scramjet Computations [Conference Poster]. https://doi.org/10.2514/6.2018-1180 Publication ID: 58602
  • Safta, C., Huan, X., Geraci, G., Eldred, M., Sargsyan, K., Vane, Z., Oefelein, J., Najm, H.N., & Najm, H.N. (2018). Multifidelity Statistical Analysis of Large Eddy Simulations in Scramjet Computations [Conference Poster]. https://www.osti.gov/biblio/1513486 Publication ID: 58676
  • Eldred, M., Geraci, G., Gorodetsky, A., Jakeman, J., & Jakeman, J. (2018). Multilevel-Multifidelity Approaches for Forward UQ in the DARPA SEQUOIA Project [Conference Poster]. https://www.osti.gov/biblio/1513488 Publication ID: 58681
  • Gorodetsky, A., Geraci, G., Eldred, M., Jakeman, J., & Jakeman, J. (2018). Multifidelity Model Management using Latent Variable Bayesian Networks [Conference Poster]. https://www.osti.gov/biblio/1513639 Publication ID: 58728
  • Huan, X., Safta, C., Geraci, G., Eldred, M., Vane, Z., Lacaze, G., Oefelein, J., Najm, H.N., & Najm, H.N. (2018). Global sensitivity analysis and estimation of model error, toward uncertainty quantification in scramjet computations. AIAA Journal, 56(3), pp. 1170-1184. https://doi.org/10.2514/1.J056278 Publication ID: 60730
  • Safta, C., Huan, X., Eldred, M., Geraci, G., & Geraci, G. (2017). Tackling High-Dimensionality and Computational Cost in Scramjet LES [Presentation]. https://www.osti.gov/biblio/1511975 Publication ID: 54657
  • Eldred, M., Geraci, G., Menhorn, F., Marzouk, Y., & Marzouk, Y. (2017). Tutorial on Optimization Under Uncertainty with Application to Scramjet Design [Presentation]. https://www.osti.gov/biblio/1488337 Publication ID: 54673
  • Jakeman, J., Gorodetsky, A., Eldred, M., & Eldred, M. (2017). Tractable Uncertainty Quantification: Exploiting Structure [Conference Poster]. https://www.osti.gov/biblio/1466103 Publication ID: 58076
  • Najm, H.N., Debusschere, B., Safta, C., Sargsyan, K., Huan, X., Oefelein, J., Vane, Z., Eldred, M., Geraci, G., Knio, O., Sraj, I., Scovazzi, G., Colomes, O., Marzouk, Y., Zahm, O., Menhorn, F., Ghanem, R., Tsilifis, P., & Tsilifis, P. (2017). Uncertainty Quantification in LES Computations of Turbulent Multiphase Combustion in a Scramjet Engine [Conference Poster]. https://www.osti.gov/biblio/1574094 Publication ID: 58225
  • Tezaur, I., Jakeman, J., Eldred, M., Perego, M., Price, S., Salinger, A., & Salinger, A. (2017). Large-scale Deterministic Inversion and Bayesian Calibration in Land-Ice Modeling [Conference Poster]. https://www.osti.gov/biblio/1460158 Publication ID: 57170
  • Geraci, G., Gorodetsky, A., Jakeman, J., Eldred, M., & Eldred, M. (2017). Sampling Polynomial Chaos and Functional Tensor Train Multilevel/Multifidelity Strategies for Forward UQ [Conference Poster]. https://www.osti.gov/biblio/1507076 Publication ID: 57348
  • Eldred, M., Geraci, G., Gorodetsky, A., Jakeman, J., & Jakeman, J. (2017). Multilevel-Multifidelity Expansions with Application to Forward UQ OUU and Emulator-Based Bayesian Inference [Conference Poster]. https://www.osti.gov/biblio/1507501 Publication ID: 57417
  • Eldred, M., Ng, L.W.T., Barone, M., Domino, S., & Domino, S. (2017). Multifidelity uncertainty quantification using spectral stochastic discrepancy models. Handbook of Uncertainty Quantification. https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85034754702&origin=inward Publication ID: 42475
  • Eldred, M., Monschke, J., Jakeman, J., Geraci, G., & Geraci, G. (2017). Multilevel-Multifidelity Approaches for Uncertainty Quantification and Design [Conference Poster]. https://www.osti.gov/biblio/1455372 Publication ID: 56819
  • Huan, X., Safta, C., Geraci, G., Eldred, M., Vane, Z., Lacaze, G., Oefelein, J., Sargsyan, K., Najm, H.N., & Najm, H.N. (2017). Robust Compressive Sensing with Application to Multifidelity Analysis of Complex Turbulent Flows [Conference Poster]. https://www.osti.gov/biblio/1427446 Publication ID: 55202
  • Tezaur, I., Salinger, A., Perego, M., Tuminaro, R., Jakeman, J., Eldred, M., Watkins, J., Price, S., Demeshko, I., & Demeshko, I. (2017). The Albany/FELIX Land-Ice Dynamical Core [Presentation]. https://www.osti.gov/biblio/1416697 Publication ID: 52719
  • Huan, X., Safta, C., Sargsyan, K., Geraci, G., Eldred, M., Vane, Z., Lacaze, G., Oefelein, J., Najm, H.N., & Najm, H.N. (2017). Global Sensitivity Analysis and Quantification of Model Error for Large Eddy Simulation in Scramjet Design [Conference Poster]. https://doi.org/10.2514/6.2017-1089 Publication ID: 52795
  • Geraci, G., Eldred, M., Iaccarino, G., & Iaccarino, G. (2017). A multifidelity multilevel Monte Carlo method for uncertainty propagation in aerospace applications [Conference Poster]. 19th AIAA Non-Deterministic Approaches Conference, 2017. https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85017380257&origin=inward Publication ID: 54856
  • Huan, X., Safta, C., Sargsyan, K., Geraci, G., Eldred, M., Vane, Z., Lacaze, G., Oefelein, J., Najm, H.N., & Najm, H.N. (2016). Global Sensitivity Analysis and Quantification of Model Form Error for Large Eddy Simulation of Scramjet Design [Conference Poster]. https://www.osti.gov/biblio/1413414 Publication ID: 48116
  • Najm, H.N., Debusschere, B., Safta, C., Sargsyan, K., Huan, X., Oefelein, J., Lacaze, G., Vane, Z., Eldred, M., Geraci, G., Knio, O., Sraj, I., Scovazzi, G., Colomes, O., Marzouk, Y., Zahm, O., Menhorn, F., Ghanem, R., Tsilifis, P., & Tsilifis, P. (2016). Uncertainty Quantification in LES Computations of Turbulent Multiphase Combustion in a Scramjet Engine ? ScramjetUQ ? [Conference Poster]. https://www.osti.gov/biblio/1420843 Publication ID: 47626
  • Monschke, J., Eldred, M., & Eldred, M. (2016). Multilevel-Multifidelity Acceleration of PDE-Constrained Optimization [Conference Poster]. https://doi.org/10.2514/6.2017-0132 Publication ID: 47353
  • Najm, H.N., Debusschere, B., Safta, C., Sargsyan, K., Huan, X., Oefelein, J., Lacaze, G., Vane, Z., Eldred, M., Geraci, G., Knio, O., Sraj, I., Scovazzi, G., Colomes, O., Marzouk, Y., Zahm, O., Augustin, F., Menhorn, F., Ghanem, R., Tsilifis, P., & Tsilifis, P. (2016). Uncertainty Quantification in LES Computations of Turbulent Multiphase Combustion in a Scramjet Engine [Conference Poster]. https://www.osti.gov/biblio/1397105 Publication ID: 52534
  • Huan, X., Safta, C., Eldred, M., Vane, Z., Lacaze, G., Oefelein, J., Sargsyan, K., Najm, H.N., & Najm, H.N. (2016). Global Sensitivity Analysis for Large Eddy Simulation Models [Conference Poster]. https://www.osti.gov/biblio/1372012 Publication ID: 51034
  • Monschke, J., Eldred, M., & Eldred, M. (2016). A Second-Order Consistent Multilevel-Multifidelity Optimization Scheme [Conference Poster]. https://www.osti.gov/biblio/1507246 Publication ID: 49746
  • Tezaur, I., Jakeman, J., Eldred, M., Perego, M., Salinger, A., Price, S., & Price, S. (2016). Towards Uncertainty Quantification in 21st Century Sea-Level Rise Predictions: Efficient Methods for Bayesian Calibration and Forward Propagation of Uncertainty for Land-Ice Models [Conference Poster]. https://www.osti.gov/biblio/1364846 Publication ID: 49071
  • Najm, H.N., Debusschere, B., Safta, C., Sargsyan, K., Oefelein, J., Lacaze, G., Eldred, M., Knio, O., Scovazzi, G., Marzouk, Y., Ghanem, R., & Ghanem, R. (2016). Uncertainty Quantification in LES Computations of Turbulent Multiphase Combustion in a Scramjet Engine [Conference Poster]. https://www.osti.gov/biblio/1530652 Publication ID: 49101
  • Perego, M., Price, S., Stadler, G., Salinger, A., Tezaur, I., Eldred, M., Jakeman, J., & Jakeman, J. (2016). Towards Uncertainty Quantification in 21st Century SeaLevel Rise Predictions: PDE Constrained Optimization as a First Step in Bayesian Calibration and Forward Propagation [Conference Poster]. https://www.osti.gov/biblio/1366599 Publication ID: 49124
  • Perego, M., Eldred, M., Jakeman, J., Salinger, A., Tezaur, I., Price, S., Hoffman, M., & Hoffman, M. (2016). Towards quantifying uncertainty in Greenland’s contribution to 21st century sea-level rise [Conference Poster]. https://www.osti.gov/biblio/1339212 Publication ID: 46654
  • Tezaur, I., Salinger, A., Perego, M., Jakeman, J., Eldred, M., Demeshko, I., Tuminaro, R., Price, S., & Price, S. (2015). Albany/FELIX: A Robust & Scalable Trilinos-Based Finite-Element Ice Flow Dycore Built for Advanced Architectures & Analysis [Conference Poster]. https://www.osti.gov/biblio/1301963 Publication ID: 44874
  • Swiler, L., Eldred, M., Adams, B., & Adams, B. (2015). Uncertainty Quantification Methods in the Dakota Toolkit. https://www.osti.gov/biblio/1331537 Publication ID: 45288
  • Eldred, M., Debusschere, B., Chowdhary, K., Jakeman, J., Rai, P., Safta, C., Sargsyan, K., & Sargsyan, K. (2015). Sandia Software Enabling Extreme-Scale Uncertainty Quantification [Conference Poster]. https://www.osti.gov/biblio/1266821 Publication ID: 44419
  • Tezaur, I., Perego, M., Tuminaro, R., Salinger, A., Jakeman, J., Eldred, M., Ju, L., Zhang, T., Gunzburger, M., Price, S., & Price, S. (2015). Progress on the PISCEES FELIX Ice Sheet Dynamical Cores [Presentation]. https://www.osti.gov/biblio/1576124 Publication ID: 44422
  • Jakeman, J.D., Eldred, M., Sargsyan, K., & Sargsyan, K. (2015). Enhancing ℓ1-minimization estimates of polynomial chaos expansions using basis selection. Journal of Computational Physics, 289, pp. 18-34. https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84924093639&origin=inward Publication ID: 37936
  • Eldred, M., Heimbach, P., Jackson, C., Jakeman, J., Perego, M., Price, S., Salinger, A., Stadler, G., Tezaur, I., & Tezaur, I. (2015). From Deterministic Inversion to Uncertainty Quantification: Planning a Long Journey in Ice Sheet Modeling [Conference Poster]. https://www.osti.gov/biblio/1246877 Publication ID: 42859
  • Perego, M., Price, S., Stadler, G., Eldred, M., Jackson, C., Jakeman, J., Salinger, A., Tezaur, I., & Tezaur, I. (2015). Advances in Ice Sheet Model Initialization Using the First Order Model [Conference Poster]. https://www.osti.gov/biblio/1245907 Publication ID: 42508
  • Eldred, M., Swiler, L., Adams, B., Jakeman, J.D., & Jakeman, J.D. (2015). Overview of selected DOE/NNSA predictive science initiatives: The predictive science academic alliance program and the DAKOTA project [Conference Poster]. 53rd AIAA Aerospace Sciences Meeting. https://doi.org/10.2514/6.2015-0500 Publication ID: 39970
  • Safta, C., Sargsyan, K., Najm, H.N., Chowdhary, K., Debusschere, B., Swiler, L., Eldred, M., & Eldred, M. (2015). Probabilistic methods for sensitivity analysis and calibration in the NASA challenge problem. Journal of Aerospace Information Systems, 12(1), pp. 219-234. https://doi.org/10.2514/1.I010256 Publication ID: 40146
  • Eldred, M. (2014). Building on the Foundation: Optimization Under Uncertainty and Related Topics [Presentation]. https://www.osti.gov/biblio/1496693 Publication ID: 37613
  • Eldred, M., Debusschere, B., Chowdhary, K., Jakeman, J., Najm, H.N., Safta, C., Sargsyan, K., & Sargsyan, K. (2014). Sandia Software Enabling Extreme-Scale Uncertainty Quantification [Presentation]. https://www.osti.gov/biblio/1494264 Publication ID: 37782
  • Najm, H.N., Eldred, M., Debusschere, B., Chowdhary, K., Jakeman, J., Safta, C., Sargsyan, K., & Sargsyan, K. (2014). An Overview of Select UQ Algorithms and their Utility in Applications [Presentation]. https://www.osti.gov/biblio/1494413 Publication ID: 37818
  • Eldred, M., Field, R., & Field, R. (2014). Introduction to Uncertainty Analysis [Presentation]. https://www.osti.gov/biblio/1497456 Publication ID: 37446
  • Barone, M., Eldred, M., & Eldred, M. (2014). Multi-Fidelity Uncertainty Quantification: Application to a Vertical Axis Wind Turbine Under an Extreme Gust [Conference]. https://www.osti.gov/biblio/1315382 Publication ID: 41179
  • Adams, B., Jakeman, J., Swiler, L., Stephens, J., Vigil, D., Wildey, T., Bauman, L., Bohnhoff, W., Dalbey, K., Eddy, J., Ebeida, M., Eldred, M., Hough, P., Hu, K., & Hu, K. (2014). Dakota, a multilevel parallel object-oriented framework for design optimization, parameter estimation, uncertainty quantification, and sensitivity analysis version 6.0 theory manual. https://doi.org/10.2172/1177048 Publication ID: 40814
  • Adams, B., Jakeman, J., Swiler, L., Stephens, J., Vigil, D., Wildey, T., Bauman, L., Bohnhoff, W., Dalbey, K., Eddy, J., Ebeida, M., Eldred, M., Hough, P., Hu, K., & Hu, K. (2014). Dakota, a multilevel parallel object-oriented framework for design optimization, parameter estimation, uncertainty quantification, and sensitivity analysis :. https://doi.org/10.2172/1177077 Publication ID: 41017
  • Eldred, M., Wildey, T., Dowding, K.J., & Dowding, K.J. (2014). Advanced UQ/QMU Methods for Abnormal Thermal Safety Studies [Presentation]. https://www.osti.gov/biblio/1692314 Publication ID: 40175
  • Sargsyan, K., Najm, H.N., Chowdhary, K., Debusschere, B., Swiler, L., Eldred, M., & Eldred, M. (2014). Uncertainty Quantification Methods for Model Calibration Validation and Risk Analysis [Conference]. https://doi.org/10.2514/6.2014-1497 Publication ID: 36802
  • Sargsyan, K., Najm, H.N., Chowdhary, K., Debusschere, B., Swiler, L., Eldred, M., & Eldred, M. (2013). Uncertainty Quantification Methods for Model Calibration Validation and Risk Analysis [Conference]. https://doi.org/10.2514/6.2014-1497 Publication ID: 31866
  • Eldred, M., Jakeman, J., Wildey, T., & Wildey, T. (2013). Deployment of Scalable UQ Methods for High-Fidelity Simulation-based Applications within the DOE [Presentation]. https://www.osti.gov/biblio/1673675 Publication ID: 36511
  • Jakeman, J., Eldred, M., & Eldred, M. (2013). Constructing Polynomial Chaos Expansions via Compressed Sensing and Cross Validation [Conference]. https://www.osti.gov/biblio/1106456 Publication ID: 34737
  • Perego, M., Eldred, M., Salinger, A., Tezaur, I., & Tezaur, I. (2013). FELIX: advances in modeling forward and inverse icesheet problems [Conference]. https://www.osti.gov/biblio/1073162 Publication ID: 32901
  • Adams, B., Eldred, M., Swiler, L., & Swiler, L. (2013). Dakota: Advanced Exploration of Simulations [Presentation]. https://www.osti.gov/biblio/1660832 Publication ID: 33095
  • Salinger, A., Tezaur, I., Perego, M., Tuminaro, R., Eldred, M., Jakeman, J., & Jakeman, J. (2013). Rapid Development of an Ice Sheet Climate Application using the Components-Based Approach [Presentation]. https://www.osti.gov/biblio/1661056 Publication ID: 33356
  • Eldred, M., Domino, S., Barone, M., Jakeman, J., & Jakeman, J. (2013). Advances in UQ Algorithms for Wind Energy Applications [Conference]. https://www.osti.gov/biblio/1062946 Publication ID: 31642
  • Weirs, V.G., Kamm, J., Swiler, L., Tarantola, S., Ratto, M., Adams, B., Rider, W., Eldred, M., & Eldred, M. (2012). Sensitivity analysis techniques applied to a system of hyperbolic conservation laws [Conference]. Reliability Engineering and System Safety. https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84866322991&origin=inward Publication ID: 19071
  • Najm, H.N., Debusschere, B., Eldred, M., & Eldred, M. (2012). Quantification of Uncertainty in Extreme Scale Computations (QUEST) [Conference]. https://www.osti.gov/biblio/1073262 Publication ID: 29902
  • Najm, H.N., Sargsyan, K., Safta, C., Debusschere, B., Jakeman, J., Eldred, M., & Eldred, M. (2012). Sparse Polynomial Representations of High Dimensional Models [Conference]. https://www.osti.gov/biblio/1073443 Publication ID: 28932
  • Jakeman, J., Wildey, T., Eldred, M., & Eldred, M. (2012). Adaptive sparse grids for uncertainty quantication Enhancing approximations using a posteriori error estimation [Conference]. https://www.osti.gov/biblio/1073416 Publication ID: 29105
  • Eldred, M., Wildey, T., & Wildey, T. (2012). Propagation of model form uncertainty for thermal hydraulics using RANS turbulence models in Drekar. https://doi.org/10.2172/1051699 Publication ID: 29125
  • Najm, H.N., Debusschere, B., Eldred, M., Safta, C., Jakeman, J., & Jakeman, J. (2012). Quantification of Uncertainty in Extreme Scale Computations (QUEST) [Conference]. https://www.osti.gov/biblio/1078675 Publication ID: 27011
  • Barone, M., Domino, S., Eldred, M., & Eldred, M. (2012). Large-Scale Uncertainty and Error Analysis for Time-dependent Fluid/Structure Interactions in Wind Turbine Applications: Summary of Advances in Algorithm Research and Deployment [Conference]. https://www.osti.gov/biblio/1068478 Publication ID: 27032
  • Adams, B., Swiler, L., Eldred, M., & Eldred, M. (2012). Practical UQ for Engineering Applications with DAKOTA [Conference]. https://www.osti.gov/biblio/1117563 Publication ID: 27403
  • Phipps, E., Eldred, M., & Eldred, M. (2012). Scalable Collocation Methods using a Combination of Krylov Basis Recycling and Adjoint Enhancement [Conference]. https://www.osti.gov/biblio/1145285 Publication ID: 26731
  • Adams, B., Bohnhoff, W., Dalbey, K., Eddy, J., Eldred, M., Hough, P., Lefantzi, S., Swiler, L., Vigil, D., & Vigil, D. (2011). DAKOTA : a multilevel parallel object-oriented framework for design optimization, parameter estimation, uncertainty quantification, and sensitivity analysis. https://doi.org/10.2172/1031910 Publication ID: 25582
  • Najm, H.N., Debusschere, B., Eldred, M., & Eldred, M. (2011). Quantification of Uncertainty in Extreme Scale Computations (QUEST) [Conference]. https://www.osti.gov/biblio/1111617 Publication ID: 25335
  • Eldred, M. (2011). Uncertainty Quantification Tutorial for Computer Scientists [Conference]. https://www.osti.gov/biblio/1118483 Publication ID: 24991
  • Najm, H.N., Debusschere, B., Eldred, M., & Eldred, M. (2011). Quantification of Uncertainty in Extreme Scale Computations (QUEST) [Presentation]. https://www.osti.gov/biblio/1663334 Publication ID: 24484
  • Eldred, M. (2011). Investigation of advanced UQ for CRUD prediction with VIPRE. https://doi.org/10.2172/1029759 Publication ID: 24673
  • Eldred, M. (2011). Overview of Uncertainty Quantification Algorithm R&D in the DAKOTA Project [Presentation]. https://www.osti.gov/biblio/1661848 Publication ID: 23917
  • Swiler, L., Eldred, M., & Eldred, M. (2011). Reliability Methods: Determining small failure probabilities [Conference]. https://www.osti.gov/biblio/1106872 Publication ID: 24062
  • Swiler, L., Eldred, M., & Eldred, M. (2011). “Mixed” Epistemic-Aleatory UQ using Stochastic Expansion methods [Conference]. https://www.osti.gov/biblio/1120319 Publication ID: 23188
  • Najm, H.N., Debusschere, B., Eldred, M., Phipps, E., & Phipps, E. (2011). SciDAC Institute QUEST (Quantification of Uncertainty in Extreme Scale Computations) [Presentation]. https://www.osti.gov/biblio/1671447 Publication ID: 22509
  • Adams, B., Eldred, M., & Eldred, M. (2011). Advanced Uncertainty Quantification for Optimization under Uncertainty [Conference]. https://www.osti.gov/biblio/1120636 Publication ID: 21815
  • Adams, B., Eldred, M., Swiler, L., & Swiler, L. (2011). Managing Complexity in Simulation-Based Uncertainty Quantification [Conference]. https://www.osti.gov/biblio/1120645 Publication ID: 22021
  • Eldred, M. (2011). Overview of DAKOTA Project (from the software perspective) [Presentation]. https://www.osti.gov/biblio/1671959 Publication ID: 21180
  • Weirs, V.G., Swiler, L., Adams, B., Rider, W., Eldred, M., & Eldred, M. (2010). Sensitivity analysis techniques applied to a model shock problem [Conference]. https://www.osti.gov/biblio/1035611 Publication ID: 20964
  • Weirs, V.G., Kamm, J., Swiler, L., Adams, B., Rider, W., Eldred, M., & Eldred, M. (2010). Sensitivity analysis techniques applied to a model shock problem [Conference]. https://www.osti.gov/biblio/1035999 Publication ID: 21030
  • Kamm, J., Weirs, V.G., Swiler, L., Adams, B., Rider, W., Eldred, M., & Eldred, M. (2010). A Sensitivity Analysis of the Gas Dynamics Equations [Conference]. https://www.osti.gov/biblio/1121790 Publication ID: 20131
  • Weirs, V.G., Kamm, J., Swiler, L., Adams, B., Rider, W., Eldred, M., & Eldred, M. (2010). Sensitivity analysis techniques applied to a model shock problem [Conference]. https://www.osti.gov/biblio/1027079 Publication ID: 20037
  • Weirs, V.G., Swiler, L., Adams, B., Kamm, J., Rider, W., Eldred, M., & Eldred, M. (2010). Sensitivity analysis techniques applied to a system of hyperbolic conservation laws. Part I [Conference]. https://www.osti.gov/biblio/1021144 Publication ID: 19070
  • Proctor, W., Swiler, L., Eldred, M., & Eldred, M. (2010). Global sensitivity analysis [Conference]. https://www.osti.gov/biblio/1020435 Publication ID: 18552
  • Eldred, M. (2010). UQ Algorithm Research and Advanced Deployment within the DAKOTA Project [Presentation]. https://www.osti.gov/biblio/1678860 Publication ID: 18685
  • Adams, B., Dalbey, K., Eldred, M., Swiler, L., Bohnhoff, W., Eddy, J., Haskell, K., Hough, P., & Hough, P. (2010). DAKOTA : a multilevel parallel object-oriented framework for design optimization, parameter estimation, uncertainty quantification, and sensitivity analysis. Version 5.0, user’s manual. https://doi.org/10.2172/991842 Publication ID: 17823
  • Adams, B., Dalbey, K., Eldred, M., Swiler, L., Bohnhoff, W., Eddy, J., Haskell, K., Hough, P., & Hough, P. (2010). DAKOTA : a multilevel parallel object-oriented framework for design optimization, parameter estimation, uncertainty quantification, and sensitivity analysis. Version 5.0, user’s reference manual. https://doi.org/10.2172/991841 Publication ID: 17824
  • Adams, B., Dalbey, K., Eldred, M., Swiler, L., Bohnhoff, W., Eddy, J., Haskell, K., Hough, P., & Hough, P. (2010). DAKOTA : a multilevel parallel object-oriented framework for design optimization, parameter estimation, uncertainty quantification, and sensitivity analysis. Version 5.0, developers manual. https://doi.org/10.2172/991840 Publication ID: 17825
  • Phipps, E., Pawlowski, R., Red-Horse, J., Schmidt, R., Eldred, M., & Eldred, M. (2010). Mathematical and computational tools for predictive simulation of complex coupled systems under uncertainty [Conference]. https://www.osti.gov/biblio/1012752 Publication ID: 18202
  • Eldred, M. (2010). Numerical approach for quanti?cation of epistemic uncertainty. Journal of Computational Physics. https://www.osti.gov/biblio/1123720 Publication ID: 18281
  • Eldred, M. (2010). Reliability-based design optimization using efficient global reliability analysis [Conference]. https://www.osti.gov/biblio/1013231 Publication ID: 18282
  • Swiler, L., Eldred, M., Adams, B., & Adams, B. (2010). Uncertainty Quantification: Lecture for TEDS CLASS ESP700 [Presentation]. https://www.osti.gov/biblio/1694488 Publication ID: 17563
  • Eldred, M., Swiler, L., & Swiler, L. (2010). Mixed Aleatory-Epistemic Uncertainty Quantification with Stochastic Expansions and Optimization-Based Interval Estimation. Reliability Engineering and System Safety. https://www.osti.gov/biblio/1114165 Publication ID: 17613
  • Eldred, M., Swiler, L., & Swiler, L. (2009). Efficient algorithms for mixed aleatory-epistemic uncertainty quantification with application to radiation-hardened electronics. Part I, algorithms and benchmark results. https://doi.org/10.2172/972887 Publication ID: 16708
  • Adams, B., Swiler, L., Eldred, M., & Eldred, M. (2009). DAKOTA Training 2008: Optimization and Calibration [Presentation]. https://www.osti.gov/biblio/1696903 Publication ID: 15683
  • Eldred, M. (2009). Recent advances in non-intrusive polynomial chaos and stochastic collocation methods for uncertainty analysis and design [Conference]. Collection of Technical Papers – AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference. https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84855635304&origin=inward Publication ID: 16169
  • Phipps, E., Eldred, M., Salinger, A., & Salinger, A. (2008). LDRD Final Report: Capabilities for Uncertainty in Predictive Science. https://doi.org/10.2172/1130397 Publication ID: 14975
  • Eldred, M. (2008). Specifying and Reading Program Input with NIDR [Conference]. https://www.osti.gov/biblio/1142620 Publication ID: 14984
  • Swiler, L., Adams, B., Eldred, M., & Eldred, M. (2008). Model Calibration under Uncertainty: Matching Distribution Information Presentation [Conference]. https://www.osti.gov/biblio/1142385 Publication ID: 14753
  • Eldred, M., Webster, C., & Webster, C. (2008). Evaluation of Non-Intrusive Approaches for Wiener-Askey Generalized Polynomial Chaos [Conference]. https://www.osti.gov/biblio/1145845 Publication ID: 13185
  • Dunlavy, D., Eldred, M., & Eldred, M. (2007). Formulations for Surrogate-Based Optimization Using Data Fit and Multifidelity Models [Conference]. https://www.osti.gov/biblio/1143351 Publication ID: 8954
  • Adams, B., Wittwer, J., Bichon, B., Carnes, B., Copps, K., Eldred, M., Hopkins, M., Neckels, D., Notz, P., Subia, S., & Subia, S. (2006). Solution-verified reliability analysis and design of bistable MEMS using error estimation and adaptivity. https://doi.org/10.2172/896282 Publication ID: 8077
  • Swiler, L., Giunta, A., Hart, W., Watson, J., Eddy, J., Griffin, J., Hough, P., Kolda, T., Martinez-Canales, M., Williams, P.J., Eldred, M., Brown, S., Adams, B., Dunlavy, D., & Dunlavy, D. (2006). DAKOTA, a multilevel parellel object-oriented framework for design optimization, parameter estimation, uncertainty quantification, and sensitivity analysis:version 4.0 uers’s manual. https://doi.org/10.2172/895703 Publication ID: 8092
  • Swiler, L., Giunta, A., Eldred, M., Adams, B., Romero, V., Martinez-Canales, M., & Martinez-Canales, M. (2006). DAKOTA and its use in Computational Experiments [Conference]. https://www.osti.gov/biblio/1264108 Publication ID: 8161
  • Eldred, M., Stewart, J., & Stewart, J. (2006). Solution Verification and Uncertainty Quantification Coupled [Presentation]. https://www.osti.gov/biblio/1724649 Publication ID: 8211
  • Giunta, A., Swiler, L., Brown, S., Eldred, M., & Eldred, M. (2006). The Surfpack Software Library for Surrogate Modeling of Sparse Irregularly Spaced Multidimensional Data [Conference]. https://www.osti.gov/biblio/1266128 Publication ID: 7913
  • Eldred, M., Wittwer, J., & Wittwer, J. (2006). Reliability-Based Design Optimization for Shape Design of Compliant Micro-Electro-Mechanical Systems [Conference]. https://www.osti.gov/biblio/1264729 Publication ID: 7926
  • Bichon, B., Eldred, M., Swiler, L., McFarland, J., & McFarland, J. (2006). Multimodal Reliability Assessment for Complex Engineering Applications using Sequential Kriging Optimization [Conference]. https://www.osti.gov/biblio/1264585 Publication ID: 7747
  • Swiler, L., Brown, S., Eldred, M., & Eldred, M. (2006). The Surfpack Software Library for Surrogate Modeling of Sparse Irregularly Spaced Multidimensional Data [Conference]. https://www.osti.gov/biblio/1266127 Publication ID: 7842
  • Giunta, A., Eldred, M., Swiler, L., & Swiler, L. (2006). The DAKOTA Toolkit and its use in Computational Experiments [Conference]. https://www.osti.gov/biblio/1264111 Publication ID: 7655
  • Eldred, M. (2006). 1411 Department Review 2006 [Presentation]. https://www.osti.gov/biblio/1729809 Publication ID: 7303
  • Giunta, A., Swiler, L., Brown, S., Eldred, M., Richards, M.D., Cyr, E.C., & Cyr, E.C. (2006). The surfpack software library for surrogate modeling of sparse irregularly spaced multidimensional data [Conference]. Collection of Technical Papers – 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference. https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=33846476203&origin=inward Publication ID: 6871
  • Giunta, A., Eldred, M., Swiler, L., Trucano, T., & Trucano, T. (2005). Perspectives on optimization under uncertainty: Algorithms and applications [Conference]. https://www.osti.gov/biblio/947287 Publication ID: 4431
  • Giunta, A., Swiler, L., Eldred, M., & Eldred, M. (2005). The promise and peril of uncertainty quantification using response surface approximations. Proposed for publication in Structure and Infrastructure Engineering.. https://www.osti.gov/biblio/884754 Publication ID: 6027
  • Castro, J., Hough, P., Gray, G., Eldred, M., & Eldred, M. (2005). Multifidelity modeling approaches in simulation simulation–based optimization based optimization [Conference]. https://www.osti.gov/biblio/1145132 Publication ID: 5131
  • Eldred, M. (2005). Investigation of reliability method formulations in Dakota/UQ. Proposed for publication Structure & Infrastructure Engineering: Maintenance, Management, Life-Cycle Design & Performance.. https://www.osti.gov/biblio/989370 Publication ID: 4938
  • Giunta, A., Swiler, L., Eldred, M., Hart, W., Phillips, C., Watson, J., & Watson, J. (2005). Optimization under uncertainty research and applications at Sandia National Laboratories [Conference]. https://www.osti.gov/biblio/943858 Publication ID: 4432
  • Eldred, M., Eldred, M., & Eldred, M. (2004). An RSQP for a single-level reliability optimization [Conference]. https://www.osti.gov/biblio/952821 Publication ID: 3117
  • Pérez, V.M., Eldred, M., Renaud, J.E., & Renaud, J.E. (2004). Solving the infeasible trust-region problem using approximations [Conference]. Collection of Technical Papers – 10th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference. https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=20344385993&origin=inward Publication ID: 3242
  • Giunta, A., Giunta, A., Wojtkiewicz, S., Eldred, M., & Eldred, M. (2003). Overview of modern design of experiments methods for computational simulations [Conference]. https://www.osti.gov/biblio/913526 Publication ID: 1712
  • Eldred, M., Giunta, A., van Bloemen Waanders, B., Wojtkiewicz, S., Hart, W., & Hart, W. (2002). DAKOTA, A Multilevel Parallel Object-Oriented Framework for Design Optimization, Parameter Estimation, Uncertainty Quantification, and Sensitivity Analysis Version 3.0 Developers Manual (title change from electronic posting) [Presentation]. https://doi.org/10.2172/798491 Publication ID: 1358
  • Eldred, M., Giunta, A., van Bloemen Waanders, B., Wojtkiewicz, S., Hart, W., Giunta, A., & Giunta, A. (2002). DAKOTA, A Multilevel Parallel Object-Oriented Framework for Design Optimization, Parameter Estimation, Uncertainty Quantification, and Sensitivity Analysis Version 3.0 [Presentation]. https://doi.org/10.2172/800774 Publication ID: 1386
  • Eldred, M., Giunta, A., van Bloemen Waanders, B., Wojtkiewicz, S., Hart, W., & Hart, W. (2001). DAKOTA, A Multilevel Parallel Object-Oriented Framework for Design Optimization, Parameter Estimation, Uncertainty Quantification, and Sensitivity Analysis Version 3.0 Reference Manual [Presentation]. https://doi.org/10.2172/798492 Publication ID: 1359
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Dakota