Book chapters
- Eldred, M.S., Bichon, B.J., Adams, B.M., and Mahadevan, S.,
"Overview of Reliability Analysis and Design Capabilities in DAKOTA
with Application to Shape Optimization of MEMS," Structural Design
Optimization Considering Uncertainties, Tsompanakis, Lagaros, and
Papadrakakis, eds., Structures and Infrastructures series, Vol. 1,
Taylor & Francis Group, 2008, pp. 401-432.
- Biegler, L.T., Ghattas, O., Heinkenschloss, M., and van Bloemen
Waanders, B., "Large-scale PDE-constrained Optimization: An Introduction,"
Large-Scale PDE-Constrained Optimization, Lecture Notes in
Computational Science and Engineering, No. 30, Springer-Verlag, 2003,
pp. 3-13.
- Salinger, A.G., Pawlowski, R.P., Shadid, J.N., van Bloemen
Waanders, B., Bartlett, R., Itle, G.C., and Biegler, L., "rSQP
Optimization of Large Scale Reacting Flow Applications with MPSalsa,"
Large-Scale PDE-Constrained Optimization, Lecture Notes in
Computational Science and Engineering, No. 30, Springer-Verlag, 2003,
pp. 45-59.
- Bartlett, R.A. and Biegler, L.T.,
"rSQP++: An Object-Oriented Framework for Successive Quadratic
Programming," Large-Scale PDE-Constrained Optimization,
Lecture Notes in Computational Science and Engineering, No. 30,
Springer-Verlag, 2003, pp. 316-330.
Journal Papers
- Maute, K., Weickum, G., and Eldred, M.S., "A Reduced-Order
Stochastic Finite Element Approach for Design Optimization under
Uncertainty," (in review) Structural Safety, special issue on
Optimization under Uncertainty with Emphasis on Structural
Applications.
- Weickum, G., Eldred, M.S., and Maute, K., "A Multi-point Reduced-Order
Modeling Approach of Transient Structural Dynamics with Application to
Robust Design Optimization," (to appear) Structural and Multidisciplinary
Optimization.
- Robinson, T.D., Eldred, M.S., Willcox, K.E., and Haimes, R.,
"Surrogate-Based Optimization using Multifidelity Models with Variable
Parameterization and Corrected Space Mapping," AIAA Journal,
Vol. 46, No. 11, Nov. 2008, pp. 2814-2822.
- Bichon, B.J., Eldred, M.S., Swiler, L.P., Mahadevan, S., and
McFarland, J.M., "Efficient Global Reliability Analysis for Nonlinear
Implicit Performance Functions," AIAA Journal, Vol. 46, No. 10,
October 2008, pp. 2459-2468.
- Eldred, M.S., Agarwal, H., Perez, V.M., Wojtkiewicz, S.F., Jr.,
and Renaud, J.E., "Investigation of
Reliability Method Formulations in DAKOTA/UQ,"
Structure & Infrastructure Engineering: Maintenance, Management,
Life-Cycle Design & Performance, Vol. 3, No. 3, Sept. 2007, pp. 199-213.
- Also appears
in Proceedings of the 9th ASCE Joint Specialty Conference on
Probabilistic Mechanics and Structural Reliability, Albuquerque,
NM, July 26-28, 2004.
- Giunta, A.A., McFarland, J. M., Swiler, L.P., and Eldred, M.S., "The
promise and peril of uncertainty quantification using response surface
approximations," Structure & Infrastructure Engineering: Maintenance,
Management, Life-Cycle Design & Performance, special issue
on Uncertainty Quantification and Design under Uncertainty of Aerospace
Systems, Vol. 2, Nos. 3-4, Sept.-Dec. 2006, pp. 175-189.
- Lemke, R.W., Knudson, M.D., Bliss, D.E., Cochrane, K., Davis, J.-P.,
Giunta, A.A., Harjes, H.C., and Slutz, S.A., "Magnetically accelerated,
ultrahigh velocity flyer plates for shock wave experiments," J. Applied
Physics, Vol. 98, 2005.
- Salinger, A.G., Pawlowski, R.P., Shadid, J.N., and van Bloemen Waanders,
B., "Computational Analysis and Optimization
of a Chemical Vapor Deposition Reactor with Large-Scale Computing,"
Industrial and Engineering Chemistry Research, in press, 2004.
- 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," Structural and
Multidisciplinary Optimization, Vol. 27, No. 5, 2004, pp. 302-313.
- Eldred, M.S., Giunta, A.A., and van Bloemen Waanders, B.G.,
"Multilevel Parallel Optimization Using Massively Parallel Structural
Dynamics," Structural and Multidisciplinary Optimization,
Springer-Verlag, Vol. 27, Nos. 1-2, May 2004, pp. 97-109.
- Also appears as paper AIAA-2001-1625 in Proceedings of the 42nd
AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials
Conference, Seattle, WA, April 16-19, 2001.
- Romero, V. J., Swiler L. P., and Giunta, A. A., "Construction of
Response Surfaces Based on Progressive-Lattice-Sampling Experimental
Designs," Structural Safety, Vol. 26, No. 2, pp. 201-219,
2004.
- Greenberg, D.S., Hart, W.E., and Phillips, C.A.,
"Enabling Department-Scale Supercomputing," Algorithms for
Parallel Processing, IMA Volumes in Mathematics and Its
Applications, 105:321-344. 1999.
- Hart, W.E.,
"Sequential Stopping Rules for Random Optimization
Methods with Applications to Multistart Local Search," SIAM Journal
of Optimization, 1999, pp. 270-290. Also appears as Sandia
Technical Report SAND94-2666, Nov. 1994.
- Dowding, K.J., and Blackwell, B.F.,
"Joint Experimental/Computational Techniques to Measure Thermal
Properties of Solids," Measurement Science and Technology,
Vol. 9, No. 6, June 1998, pp. 877-887.
- Eldred, M.S., Outka, D.E., Bohnhoff, W.J., Witkowski, W.R.,
Romero, V.J., Ponslet, E.R., and Chen, K.S.,
"Optimization of Complex Mechanics Simulations with Object-Oriented
Software Design," Computer Modeling and Simulation in Engineering,
Vol. 1, No. 3, August 1996, pp. 323-352.
- Also appears as paper AIAA-95-1433 in Proceedings of the 36th
AIAA/ASME/ ASCE/AHE/ASC Structures, Structural Dynamics, and Materials
Conference, New Orleans, LA, April 10-13, 1995, pp. 2406-2415.
Conference Papers
- Bichon, B.J., Mahadevan, S., and Eldred, M.S., "Reliability-Based
Design Optimization using Efficient Global Reliability Analysis," submitted
for 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,"
submitted for 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," submitted for 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,"
submitted for 47th AIAA Aerospace Sciences Meeting, Orlando, FL,
Jan. 5-8, 2009.
- Eldred, M.S., Webster, C.G., and Constantine, P.,
"Design Under
Uncertainty Employing Stochastic Expansion Methods,"
paper AIAA-2008-6001 in Proceedings of the 12th AIAA/ISSMO
Multidisciplinary Analysis and Optimization Conference,
Victoria, British Columbia, Canada, Sept. 10-12, 2008.
- 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.,
"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.
- 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
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 href="http://www.cs.sandia.gov/~wehart/Papers/1996/Har96-ep.ps.gz"> "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.
Conference Abstracts
- Eldred, M.S. and Xiu, D., "Mixed Aleatory/Epistemic Uncertainty
Analysis and Design Under Uncertainty with Nonintrusive Polynomial Chaos
and Stochastic Collocation Methods," 10th U.S. National Congress on
Computational Mechanics (USNCCM X), Columbus, OH, July 16-19, 2009.
- Eldred, M.S., "Experiences with nonintrusive polynomial chaos and
stochastic collocation methods for uncertainty analysis and design,"
SIAM Conference on Computational Science and Engineering (CSE09),
Miami, FL, March 2-6, 2009.
- Maute, K., Weickum, G., and Eldred, M.S., "Stochastic
Reduced-Order Modeling Techniques for Design Under Uncertainty,"
Proceedings of the 8th World Congress on Computational Mechanics
(WCCM8), Venice, Italy, June 30 - July 5, 2008.
- Adams, B.M., "The DAKOTA Toolkit for Parallel Optimization and
Uncertainty Analysis," abstract submitted for SIAM Conference on
Optimization (OP08), Boston, MA, May 10--13, 2008.
- Adams, B.M., "Uncertainty-Aware Design Optimization with the
DAKOTA Toolkit," abstract submitted for INFORMS Annual Meeting
2007, Seattle, WA, November 4--7, 2007.
- Adams, B.M., "Derivative-free Optimization Methods in DAKOTA with
Applications," abstract submitted for Second International
Conference on Continuous Optimization (ICCOPT II) and Modeling and
Optimization: Theory and Applications (MOPTA 07), Hamilton, ON,
Canada, August 13--16, 2007.
- Carnes, B., Copps, K.D., Eldred, M.S., Adams, B.M., Wittwer, J.W.,
"Coupled a posteriori error estimation and uncertainty quantification
for a nonlinear elasticity MEMS problem," abstract for SIAM Conference
on Computational Science and Engineering (CSE07), Costa Mesa, CA,
February 19-23, 2007.
- Dunlavy, D.M. and Eldred, M.S., "Formulations for Surrogate-Based
Optimization Using Data Fit and Multifidelity Models," abstract for
SIAM Conference on Computational Science and Engineering (CSE07),
Costa Mesa, CA, February 19-23, 2007.
- Robinson, T.D., Willcox, K.E., Eldred, M.S., and Haimes, R.,
"Multifidelity Optimization for Variable-Complexity Design," abstract
submitted for Second International Workshop on
Surrogate Modeling and Space Mapping for Engineering Optimization,
Lyngby, Denmark, Nov. 9-11, 2006.
- Adams, B.M., "Uncertainty quantification for credible simulation
and risk analysis: methods, software tools, and research needs,"
abstract submitted for Workshop on Assessment of
Sensitivity/Uncertainty Analysis Capabilities Applicable for the
Nuclear Fuel Cycle, NC State University, Raleigh, NC, May 31,
2006.
- Adams, B.M., Eldred, M.S., and Swiler, L.P., "Uncertainty
Quantification and Reliability Analysis-Based Design Optimization
Capabilities in DAKOTA," abstract submitted for Ninth Copper
Mountain Conference on Iterative Methods, Copper Mountain, CO,
April 7, 2006.
- Giunta, A.A., Castro, J.P., Hough, P.D.,Gray, G.A., Eldred, M.S.,
"Multifidelity Modeling Approaches in Simulation-Based Optimization,"
abstract for the SIAM Conference on Optimization, Stockholm,
Sweden, May 15-19, 2005.
- Giunta, A.A., Eldred, M.S., Hough, P.D., and Castro, J.P.,
"Overview of Surrogate-Based Optimization Research and Applications
at Sandia National Laboratories," abstract for the Surrogate
Optimization Workshop, Houston, TX, May 24-25, 2004.
- Giunta, A.A. and Eldred, M.S., "Robust Design Optimization Using
Surrogate Models," abstract for the Robust Optimization-Directed
Design (RODD) Conference, Shalimar, FL, April 19-21, 2004.
- Giunta, A.A., Eldred, M.S., Wojtkiewicz, S.F., Jr., Trucano,
T.G., and Castro, J.P., "Surrogate-Based Optimization Methods for
Engineering Design," abstract in Proceedings of the Fifth Biennial
Tri-Laboratory Engineering Conference on Computational Modeling,
Santa Fe, NM, October 21-23, 2003.
- Giunta, A. A., and Eldred, M. S., "Surrogate-Based Optimization Under
Uncertainty: Formulations and Applications" abstract in the
Proceedings of the 18th International Symposium on Mathematical
Programming, Copenhagen, Denmark, Aug. 2003.
- Eldred, M.S., Giunta, A.A., Wojtkiewicz, S.F., Jr., and Trucano,
T.G., "Formulations for Surrogate-Based Optimization Under Uncertainty,"
abstract in Proceedings of the 7th U.S. National
Congress on Computational Mechanics, Albuquerque, NM,
July 28-30, 2003.
- Giunta, A.A. and Eldred, M.S., "Engineering Design Optimization
Algorithms: Theory and Practice," abstract in Proceedings of the 7th
U.S. National Congress on Computational Mechanics, Albuquerque, NM,
July 28-30, 2003.
- Eldred, M.S., Giunta, A.A., Wojtkiewicz, S.F., Jr., and Trucano,
T.G., "Surrogate-Based Optimization Under Uncertainty: Status and
Directions," abstract in SIAM Conference on Computational
Science and Engineering. Final Program and Abstracts, San Diego,
CA, Feb 10-13, 2003.
- Giunta, A.A. and Eldred, M.S., "Case Studies in Computational
Engineering Design Optimization: Challenges and Solutions," abstract
in SIAM Conference on Computational Science and
Engineering. Final Program and Abstracts,
San Diego, CA, Feb 10-13, 2003.
- Eldred, M.S., "DAKOTA: Virtual Prototyping with Large-Scale
Engineering Simulations," abstract in IMA Workshop 4:
Optimization in Simulation-Based Models,
Minneapolis, MN, January 9-16, 2003.
- Eldred, M.S., "The DAKOTA Optimization Framework: Virtual
Prototyping with ASCI-Scale Simulations," abstract in Proceedings
of the Fourth Biennial Tri-Laboratory Engineering Conference on
Computational Modeling, Albuquerque, NM, Oct. 23-24, 2001, p. 82.
- Wojtkiewicz, S.F., Jr., Field, R.V., Jr., Eldred, M.S., Red-Horse,
J.R., and Urbina, A., "Uncertainty Quantification in Large
Computational Engineering Models," abstract in Proceedings of the
Fourth Biennial Tri-Laboratory Engineering Conference on Computational
Modeling, Albuquerque, NM, Oct. 23-24, 2001, p. 11.
- Hart, W. E., Giunta, A. A., Salinger, A. G., and van Bloemen
Waanders, B., "An
Overview of the Adaptive Pattern Search Algorithm and its Application
to Engineering Optimization Problems," abstract in Proceedings
of the McMaster Optimization Conference: Theory and Applications,
McMaster University, Hamilton, Ontario, Canada, August 2001, p. 20.
- Wojtkiewicz, S.F., Jr., Eldred M.S., Field, R.V., Jr., Urbina, A.,
Red-Horse, J.R., and Giunta, A.A., "DAKOTA/UQ: A Toolkit for Uncertainty
Quantification in a Multiphysics, Massively Parallel Computational
Environment," presented as (1) poster at ODU-NASA Training Workshop
on Nondeterministic Approaches and Their Potential for Future
Aerospace Systems, held in Langley, Virginia, May 30-31, 2001, (2)
abstract (no proceedings) at USNCCM VI (Sixth United States
Congress on Computational Mechanics) held in Dearborn, Michigan,
August 1-3, 2001, and (3) abstract (no proceedings) at LLNL
Sensitivity Analysis Workshop, August 16-17, 2001.
- van Bloemen Waanders, B., "Simultaneous Analysis and Design
Optimization of Massively Parallel Simulation Codes using Object
Oriented Framework," abstract for Tenth SIAM Conference on Parallel
Processing for Scientific Computing, March 2001.
- Giunta, A.A., "Coupling High-Performance Computing, Optimization,
and Shock Physics Simulations," abstract in session CP04 of the
Final Program of the First SIAM Conference on Computational
Science and Engineering, Washington, DC, September 21-23, 2000,
p. 47.
- Hart, W.E., Eldred, M.S., and Giunta, A.A., "Solving
mixed-integer nonlinear problems with PICO," abstract in
proceedings of the
17th International Symposium on Mathematical
Programming (ISMP 2000), Atlanta, GA, August 7-11, 2000.
- van Bloemen Waanders, B.G., Eldred, M.S., Hart, W.E., Schimel,
B.D., and Giunta, A.A., "A Review of the Dakota Toolkit, Multilevel
Parallelism for Complex PDE Simulations on TeraFLOP Computers,"
abstract presented in the Optimization in Engineering
Minisymposium at the SIAM Annual Meeting, Rio Grande,
Puerto Rico, July 10-14, 2000.
- Romero, V.J., Painton, L.A., and Eldred, M.S., "Optimization
Under Uncertainty: Shifting of Maximum Vulnerability Point Due to
Uncertain Failure Thresholds," 1997 INFORMS Spring Meeting, San Diego,
CA, May 1997.
- Eldred, M.S., Outka, D.E., and Bohnhoff, W.J., "Optimization of
Complex Engineering Simulations with the DAKOTA Toolkit," abstract in
Proceedings of the First Biennial Tri-Laboratory Engineering
Conference on Computational Modeling, Pleasanton, CA,
Oct. 31-Nov. 2, 1995.
SAND Reports
- Adams, B.M., Bichon, B.J., Carnes, B., Copps, K.D., Eldred, M.S.,
Hopkins, M.H., Neckels, D.C., Notz, P.K., Subia, S.R., and Wittwer, J.W.,
"Solution-Verified
Reliability Analysis and Design of Bistable MEMS Using Error Estimation
and Adaptivity," Sandia Technical Report SAND2006-6286, October
2006.
- Eldred, M.S., Brown, S.L., Adams, B.M., Dunlavy, D.M., Gay, D.M.,
Swiler, L.P., Giunta, A.A., Hart, W.E., Watson, J.-P., Eddy, J.P.,
Griffin, J.D., Hough, P.D., Kolda, T.G., Martinez-Canales, M.L. and
Williams, P.J., "DAKOTA,
A Multilevel Parallel Object-Oriented Framework for Design
Optimization, Parameter Estimation, Uncertainty Quantification, and
Sensitivity Analysis: Version 4.0 Users Manual," Sandia Technical
Report SAND2006-6337, October 2006. Updated September 2007
(Version 4.1).
- Eldred, M.S., Brown, S.L., Adams, B.M., Dunlavy, D.M., Gay, D.M.,
Swiler, L.P., Giunta, A.A., Hart, W.E., Watson, J.-P., Eddy, J.P.,
Griffin, J.D., Hough, P.D., Kolda, T.G., Martinez-Canales, M.L. and
Williams, P.J., "DAKOTA,
A Multilevel Parallel Object-Oriented Framework for Design
Optimization, Parameter Estimation, Uncertainty Quantification, and
Sensitivity Analysis: Version 4.0 Reference Manual," Sandia Technical
Report SAND2006-4055, October 2006. Updated September 2007
(Version 4.1).
- Eldred, M.S., Brown, S.L., Adams, B.M., Dunlavy, D.M., Gay, D.M.,
Swiler, L.P., Giunta, A.A., Hart, W.E., Watson, J.-P., Eddy, J.P.,
Griffin, J.D., Hough, P.D., Kolda, T.G., Martinez-Canales, M.L. and
Williams, P.J., "DAKOTA,
A Multilevel Parallel Object-Oriented Framework for Design
Optimization, Parameter Estimation, Uncertainty Quantification, and
Sensitivity Analysis: Version 4.0 Developers Manual," Sandia Technical
Report SAND2006-4056, October 2006. Updated September 2007
(Version 4.1).
- Swiler, L.P. and Wyss, G.D., "A
User's Guide to Sandia's Latin Hypercube Sampling Software: LHS UNIX
Library Standalone Version," Sandia Technical Report SAND2004-2439,
July 2004.
- Eldred, M.S., Giunta, A.A., van Bloemen Waanders, B.G.,
Wojtkiewicz, S.F., Jr., Hart, W.E., and Alleva, M.P.,
"DAKOTA, A Multilevel
Parallel Object-Oriented Framework for Design Optimization, Parameter
Estimation, Uncertainty Quantification, and Sensitivity Analysis.
Version 3.0 Users Manual." Sandia Technical Report SAND2001-3796,
April 2002. Updated April 2003
(Version 3.1).
- Eldred, M.S., Giunta, A.A., van Bloemen Waanders, B.G.,
Wojtkiewicz, S.F., Jr., Hart, W.E., and Alleva, M.P.,
"DAKOTA, A Multilevel
Parallel Object-Oriented Framework for Design Optimization, Parameter
Estimation, Uncertainty Quantification, and Sensitivity Analysis.
Version 3.0 Reference Manual." Sandia Technical Report SAND2001-3515,
April 2002. Updated April 2003
(Version 3.1),
July 2004 (Version 3.2), and
December 2004 (Version 3.3).
- Eldred, M.S., Giunta, A.A., van Bloemen Waanders, B.G.,
Wojtkiewicz, S.F., Jr., Hart, W.E., and Alleva, M.P.,
"DAKOTA, A Multilevel
Parallel Object-Oriented Framework for Design Optimization, Parameter
Estimation, Uncertainty Quantification, and Sensitivity Analysis.
Version 3.0 Developers Manual." Sandia Technical Report SAND2001-3514,
April 2002. Updated April 2003
(Version 3.1),
July 2004 (Version 3.2), and
December 2004 (Version 3.3).
- van Bloemen Waanders, B., Bartlett, R., Long, K., Boggs, P.,
and Salinger, A.,
"Large Scale Non-Linear Programming
for PDE Constrained Optimization," Sandia Technical Report
SAND2002-3198, October 2002.
- Gardner, D.R., and Vaughan, C.T.,
"The Optimization of a Shaped-Charge Design Using Parallel
Computers," Sandia Technical Report SAND99-2953, November 1999.
- Hobbs, M.L., Erickson, K.L., and Chu, T.Y.,
"Modeling Decomposition of Unconfined Polyurethane Foam,"
Sandia Technical Report SAND99-2758, November 1999.
- Eisler, G.R., and Veers, P.S.,
"Parameter Optimization Applied to Use of Adaptive Blades on a
Variable Speed Wind Turbine," Sandia Technical Report SAND98-2668,
December 1998.
- McGee, B.C., Hobbs, M.L., and Baer, M.R.,
"Exponential 6 Parameterization for the JCZ3-EOS," Sandia
Technical Report SAND98-1191, July 1998.
- Eldred, M.S.,
"Optimization Strategies for Complex Engineering Applications,"
Sandia Technical Report SAND98-0340, February 1998.
- Zimmerman, D.C., "Genetic Algorithms for
Navigating Expensive and Complex Design Spaces," Final Report for
Sandia National Laboratories contract AO-7736 CA 02 (year 2),
Sept. 1996.
- Hart, W.E.,
"Evolutionary Pattern Search Algorithms," Sandia
Technical Report SAND95-2293, October 1995.
- Zimmerman, D.C., "Genetic Algorithms for Navigating Expensive and
Complex Design Spaces," Final Report for Sandia National Laboratories
contract AO-7736 (year 1), Sept. 1995.
- Meza, J.C., and Plantenga, T.D.,
"Optimal Control of a CVD Reactor for Prescribed Temperature
Behavior," Sandia Technical Report SAND95-8224, April 1995.
- Moen, C.D., Spence, P.A., and Meza, J.C.,
"Optimal Heat Transfer Design of Chemical Vapor Deposition
Reactors," Sandia Technical Report SAND95-8223, April 1995.
- Meza, J.C., "OPT++: An Object-Oriented Class Library for Nonlinear
Optimization," Sandia Technical Report SAND94-8225, March 1994.