Outreach/Tutorials
 Eldred, M.S., Uncertainty
Quantification Tutorial for Computer Scientists, ASCR Exascale
Research PI Meeting, Annapolis, MD, Oct. 13, 2011.
 Giunta, A.A., Eldred, M.S., Field, R.V., and Swiler, L.P.,
Sensitivity Analysis and
Uncertainty Quantification Short Course, AFRL Wright Labs, Dayton, OH,
May 1214, 2009.
 Giunta, A.A. and Eldred, M.S., Sensitivity Analysis and
Uncertainty Quantification Short Course, NASA Langley Research Center,
Hampton, VA, March 1719, 2009.
 Iaccarino, G., Eldred, M.S., Ghattas, O., and Doostan, A.,
"Minitutorial:
Introduction to Uncertainty Quantification Techniques, parts I and II,"
SIAM CSE09 Conference, Miami, FL, March 26, 2009.
 Swiler, L.P., T. Paez, T., and Mayes, R.,
"Epistemic Uncertainty Quantification
Tutorial," SAND 20086578C, paper 294 in the Proceedings of the
IMAC XXVII Conference and Exposition on Structural Dynamics, Society
for Structural Mechanics, Orlando, FL, Feb. 2009.
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. 401432.
 Biegler, L.T., Ghattas, O., Heinkenschloss, M., and van Bloemen
Waanders, B., "Largescale PDEconstrained Optimization: An Introduction,"
LargeScale PDEConstrained Optimization, Lecture Notes in
Computational Science and Engineering, No. 30, SpringerVerlag, 2003,
pp. 313.
 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,"
LargeScale PDEConstrained Optimization, Lecture Notes in
Computational Science and Engineering, No. 30, SpringerVerlag, 2003,
pp. 4559.
 Bartlett, R.A. and Biegler, L.T.,
"rSQP++: An ObjectOriented Framework for Successive Quadratic
Programming," LargeScale PDEConstrained Optimization,
Lecture Notes in Computational Science and Engineering, No. 30,
SpringerVerlag, 2003, pp. 316330.
Journal Papers
 Bichon, B.J., Eldred, M.S., Mahadevan, S., and McFarland, J.M.,
"Efficient Global
Surrogate Modeling for ReliabilityBased Design Optimization,"
ASME Journal of Mechanical Design, Vol. 107, No. 1,
Jan. 2013, pp. 011009:113.
 Weirs, V.G., Kamm, J.R., Swiler, L.P., Tarantola, S., Ratto, M.,
Adams, B.M., Rider, W.J., and Eldred, M.S.,
"Sensitivity
analysis techniques applied to a system of hyperbolic conservation laws,"
Reliability Engineering and System Safety (RESS), Vol. 107,
Nov. 2012, pp. 157170.
 Earlier version:
Weirs, V.G., Swiler, L.P., Rider, W.J., Adams, B.M., Kamm, J.R., and Eldred,
M.S., "Sensitivity
analysis using stochastic expansion methods to calculate variancebased
sensitivity indices," Procedia  Social and Behavioral Sciences,
Vol. 2, No. 6, 2010, pp. 77657767.
 Constantine, P.G., Eldred, M.S., and Phipps, E.T.,
"Sparse Pseudospectral
Approximation Method," Computer Methods in Applied Mechanics
and Engineering, Volumes 229232, pp. 112, July 2012.
 Eldred, M.S., Swiler, L.P., and Tang, G.,
"Mixed
AleatoryEpistemic Uncertainty Quantification with Stochastic
Expansions and OptimizationBased Interval Estimation,"
Reliability Engineering and System Safety (RESS), Vol. 96,
No. 9, Sept. 2011, pp. 10921113.
 Eldred, M.S., "Design Under Uncertainty Employing Stochastic
Expansion Methods," International Journal for Uncertainty
Quantification, Vol. 1, No. 2, Feb. 2011, pp. 119146.
 Earlier version:
paper AIAA20086001
in Proceedings of the 12th AIAA/ISSMO Multidisciplinary Analysis and
Optimization Conference, Victoria, British Columbia, Canada, Sept.
1012, 2008.
 Jakeman, J.D., Eldred, M.S., and Xiu, D., "A Numerical
Approach for Quantification of Epistemic Uncertainty,"
Journal of Computational Physics (JCP), Vol. 229, No. 12,
June 2010, pp. 46484663.
 Maute, K., Weickum, G., and Eldred, M.S.,
"A ReducedOrder
Stochastic Finite Element Approach for Design Optimization under
Uncertainty," Structural Safety, 31 (6), Nov. 2009,
pp. 450459.
 Weickum, G., Eldred, M.S., and Maute, K.,
"A Multipoint
ReducedOrder Modeling Approach of Transient Structural Dynamics with
Application to Robust Design Optimization," Structural and
Multidisciplinary Optimization, Vol. 38, No. 6, July 2009, pp.
599611.
 Robinson, T.D., Eldred, M.S., Willcox, K.E., and Haimes, R.,
"SurrogateBased Optimization using Multifidelity Models with Variable
Parameterization and Corrected Space Mapping," AIAA Journal,
Vol. 46, No. 11, Nov. 2008, pp. 28142822.
 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. 24592468.
 Sallaberry, C.J., Helton, J.C., and Hora, S.C., "Extension of
Latin Hypercube Samples with Correlated Variables." Reliability
Engineering and System Safety, Vol. 93, pp. 10471059, 2008.
 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,
LifeCycle Design & Performance, Vol. 3, No. 3, Sept. 2007, pp. 199213.
 Earlier version:
conference paper
in Proceedings of the 9th ASCE Joint Specialty Conference on
Probabilistic Mechanics and Structural Reliability, Albuquerque,
NM, July 2628, 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, LifeCycle Design & Performance, special issue
on Uncertainty Quantification and Design under Uncertainty of Aerospace
Systems, Vol. 2, Nos. 34, Sept.Dec. 2006, pp. 175189.
 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 LargeScale 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. 302313.
 Eldred, M.S., Giunta, A.A., and van Bloemen Waanders, B.G.,
"Multilevel Parallel Optimization Using Massively Parallel Structural
Dynamics," Structural and Multidisciplinary Optimization,
SpringerVerlag, Vol. 27, Nos. 12, May 2004, pp. 97109.
 Earlier version:
paper AIAA20011625 in Proceedings of the 42nd
AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials
Conference, Seattle, WA, April 1619, 2001.
 Romero, V. J., Swiler L. P., and Giunta, A. A., "Construction of
Response Surfaces Based on ProgressiveLatticeSampling Experimental
Designs," Structural Safety, Vol. 26, No. 2, pp. 201219,
2004.
 Greenberg, D.S., Hart, W.E., and Phillips, C.A.,
"Enabling DepartmentScale Supercomputing," Algorithms for
Parallel Processing, IMA Volumes in Mathematics and Its
Applications, 105:321344. 1999.
 Hart, W.E.,
"Sequential Stopping Rules for Random Optimization
Methods with Applications to Multistart Local Search," SIAM Journal
of Optimization, 1999, pp. 270290. Also appears as Sandia
Technical Report SAND942666, 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. 877887.
 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 ObjectOriented
Software Design," Computer Modeling and Simulation in Engineering,
Vol. 1, No. 3, August 1996, pp. 323352.
 Earlier version: paper AIAA951433 in Proceedings of the 36th
AIAA/ASME/ ASCE/AHE/ASC Structures, Structural Dynamics, and Materials
Conference, New Orleans, LA, April 1013, 1995, pp. 24062415.
Conference Papers
 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," AIAA
Science and Technology Forum and Exposition 2014, National Harbor,
Maryland, January 1317, 2014.
 Ng, L.W.T. and Eldred, M.S., "Multifidelity Uncertainty Quantification
Using Nonintrusive Polynomial Chaos and Stochastic Collocation," paper
AIAA20121852 in Proceedings of the 53rd AIAA/ASME/ASCE/AHS/ASC Structures,
Structural Dynamics and Materials Conference (14th AIAA NonDeterministic
Approaches Conference), Honolulu, Hawaii, April 2326, 2012.
 Eldred, M.S., Barone, M.F., Domino, S.P., Alonso, J.J., Iaccarino,
G., Duraisamy, K., Tang, G, Witteveen, J.A.S., "LargeScale
Uncertainty and Error Analysis for Timedependent Fluid/Structure
Interactions in Wind Turbine Applications: Summary of Advances in
Algorithm Research and Deployment," ASCR Exascale Research Conference,
Portland, Apr. 1618, 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., BuiThanh, 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. 1618, 2012.
 Eldred, M.S. and Swiler, L.P., "Towards GoalOriented Stochastic
Design Employing Adaptive Collocation Methods," paper AIAA20109125 in
Proceedings of the 13th AIAA/ISSMO Multidisciplinary Analysis and
Optimization Conference,
Fort Worth, TX, Sept. 1315, 2010.
 Swiler, L.P. and West, N.J., "Importance Sampling: Promises
and Limitations," paper AIAA20102850 in Proceedings of the
51st AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and
Materials Conference (12th AIAA NonDeterministic Approaches
Conference), Orlando, FL, Apr 1215, 2010.
 Tang, G., Iaccarino, G., and Eldred, M.S.,
"Global Sensitivity
Analysis for Stochastic Collocation Expansion," paper AIAA20102922 in
Proceedings of the 51st AIAA/ASME/ASCE/AHS/ASC Structures, Structural
Dynamics, and Materials Conference (12th AIAA NonDeterministic
Approaches Conference), Orlando, FL, Apr 1215, 2010.
 Tang, G., Swiler. L.P., and Eldred, M.S., "Using Stochastic Expansion
Methods in Evidence Theory for Mixed AleatoryEpistemic Uncertainty
Quantification," paper AIAA20102589 in Proceedings of the 51st
AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials
Conference (12th AIAA NonDeterministic Approaches Conference),
Orlando, FL, Apr 1215, 2010.
 West, N.J. and Swiler, L.P., "Parameter Estimation via
Gaussian Processes and Maximum Likelihood Estimation," paper
AIAA20102851 in Proceedings of the 51st AIAA/ASME/ASCE/AHS/ASC
Structures, Structural Dynamics, and Materials Conference (12th AIAA
NonDeterministic Approaches Conference), Orlando, FL, Apr 1215,
2010.
 Bichon, B.J., Mahadevan. S., and Eldred, M.S.,
"ReliabilityBased Design
Optimization Using Efficient Global Reliability Analysis," paper
AIAA20092261 in Proceedings of the 50th AIAA/ASME/ASCE/AHS/ASC
Structures, Structural Dynamics, and Materials Conference (11th AIAA
NonDeterministic Approaches Conference), Palm Springs, CA, May
47, 2009.
 Eldred, M.S., "Recent
Advances in NonIntrusive Polynomial Chaos and Stochastic Collocation
Methods for Uncertainty Analysis and Design," paper AIAA20092274
in Proceedings of the 50th AIAA/ASME/ASCE/AHS/ASC Structures,
Structural Dynamics, and Materials Conference (11th AIAA
NonDeterministic Approaches Conference), Palm Springs, CA, May
47, 2009.
 Swiler, L.P., Paez, T.L., Mayes, R.L., and Eldred, M.S., "Epistemic Uncertainty in the
Calculation of Margins," paper AIAA20092249 in Proceedings of
the 50th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and
Materials Conference (11th AIAA NonDeterministic Approaches
Conference), Palm Springs, CA, May 47, 2009.
 Eldred, M.S. and Burkardt, J.,
"Comparison of
NonIntrusive Polynomial Chaos and Stochastic Collocation Methods for
Uncertainty Quantification," paper AIAA20090976 in Proceedings
of the 47th AIAA Aerospace Sciences Meeting, Orlando, FL,
Jan. 58, 2009.
 Swiler, L.P., Adams, B.M., and Eldred, M.S.,
"Model Calibration
Under Uncertainty: Matching Distribution Information,"
paper AIAA20085944 in Proceedings of the 12th AIAA/ISSMO
Multidisciplinary Analysis and Optimization Conference, Victoria,
British Columbia, Canada, Sept. 1012, 2008.
 Eldred, M.S., Webster, C.G., and Constantine, P.G.,
"Evaluation of NonIntrusive
Approaches for WienerAskey Generalized Polynomial Chaos,"
paper AIAA20081892 in Proceedings of the
49th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and
Materials Conference (10th AIAA NonDeterministic Approaches
Conference), Schaumburg, IL, April 710, 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 AIAA20071946 in
Proceedings of the 48th AIAA/ASME/ASCE/AHS/ASC Structures,
Structural Dynamics, and Materials Conference (9th AIAA
NonDeterministic Approaches Conference), Honolulu, HI, April
2326, 2007.
 Eldred, M.S., Adams, B.M., Copps, K.D., Carnes, B., Notz, P.K.,
Hopkins, M.M., and Wittwer, J.W.,
"SolutionVerified Reliability Analysis and Design of Compliant
MicroElectroMechanical Systems," paper AIAA20071934 in
Proceedings of the 48th AIAA/ASME/ASCE/AHS/ASC Structures,
Structural Dynamics, and Materials Conference (9th AIAA
NonDeterministic Approaches Conference), Honolulu, HI, April
2326, 2007.
 Adams, B.M., Eldred, M.S., Wittwer, J., and Massad, J.,
"ReliabilityBased Design Optimization for Shape Design of Compliant
MicroElectroMechanical Systems," paper AIAA20067000
in the Proceedings of the 11th AIAA/ISSMO Multidisciplinary Analysis
and Optimization Conference, Portsmouth, VA, Sept. 68, 2006.
 Eldred, M.S. and Dunlavy, D.M.,
"Formulations for SurrogateBased
Optimization with Data Fit, Multifidelity, and ReducedOrder Models,"
paper AIAA20067117 in the Proceedings of the 11th
AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference,
Portsmouth, VA, Sept. 68, 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 AIAA20067049 in the Proceedings
of the 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization
Conference, Portsmouth, VA, Sept. 68, 2006.
 Robinson, T.D., Willcox, K.E., Eldred, M.S., and Haimes, R.,
"Multifidelity Optimization for VariableComplexity Design,"
paper AIAA20067114 in the Proceedings of the 11th AIAA/ISSMO
Multidisciplinary Analysis and Optimization Conference,
Portsmouth, VA, Sept. 68, 2006.
 Eldred, M.S. and Bichon, B.J.,
"SecondOrder Reliability Formulations
in DAKOTA/UQ," paper AIAA20061828 in Proceedings of the 47th
AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials
Conference (8th AIAA NonDeterministic 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 AIAA20061819 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.,
"Multipoint Extended
Reduced Order Modeling For Design Optimization and Uncertainty
Analysis," paper AIAA20062145 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 2224, 2006.
 Eldred, M.S., Giunta, A.A., and Collis, S.S,
"SecondOrder Corrections for SurrogateBased Optimization with Model
Hierarchies," paper AIAA20044457 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
AIAA20044451 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 Trustregion Problem Using Approximations," paper
AIAA20044312 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 2628, 2004.
 Perez, V.M., Eldred, M.S., and Renaud, J.E., "An rSQP
Approach for a SingleLevel Reliability Optimization,"
Proceedings of the 9th ASCE Joint Specialty Conference on
Probabilistic Mechanics and Structural Reliability, Albuquerque,
NM, July 2628, 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
AIAA20030649 in Proceedings of the 41st AIAA Aerospace Sciences
Meeting and Exhibit, Reno, NV, Jan. 69, 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. 1418, 2002.
 Eldred, M.S., Giunta, A.A., Wojtkiewicz, S.F., Jr., and Trucano,
T.G.,
"Formulations for SurrogateBased Optimization Under Uncertainty,"
paper AIAA20025585 in Proceedings of
the 9th AIAA/ISSMO Symposium on Multidisciplinary Analysis and
Optimization, Atlanta, GA, Sept. 46, 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 AIAA20021642 in Proceedings of
the 43rd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and
Materials Conference (Nondeterministic Approaches Forum), Denver,
CO, April 2225, 2002.
 Giunta, A. A.,
"Use of
Data Sampling, Surrogate Models, and Numerical Optimization in Engineering
Design," paper AIAA20020538 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 RedHorse, J.R.,
"A Toolkit For Uncertainty Quantification In
Large Computational Engineering Models," paper AIAA20011455 in
Proceedings of the 42nd AIAA/ASME/ASCE/AHS/ASC Structures, Structural
Dynamics, and Materials Conference, Seattle, WA, April 1619, 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 AIAA20004818 in Proceedings of the 8th
AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and
Optimization, Long Beach, CA, September 68, 2000.
 Giunta, A.A., and Eldred, M.S.,
"Implementation of a Trust Region Model Management Strategy in the
DAKOTA Optimization Toolkit," paper AIAA20004935 in
Proceedings of the 8th AIAA/USAF/NASA/ISSMO Symposium on
Multidisciplinary Analysis and Optimization, Long Beach, CA,
September 68, 2000.
 Eldred, M.S., and Schimel, B.D.,
"Extended Parallelism Models for Optimization on Massively Parallel
Computers," paper 16POM2 in Proceedings of the 3rd World
Congress of Structural and Multidisciplinary Optimization (WCSMO3),
Amherst, NY, May 1721, 1999.
 Eldred, M.S., and Hart, W.E.,
"Design and Implementation of Multilevel Parallel Optimization on the
Intel TeraFLOPS," paper AIAA984707 in Proceedings of the 7th
AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and
Optimization, St. Louis, MO, Sept. 24, 1998, pp. 4454.
 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.,
HTDVol. 340, August 1997, pp. 18.
 Chen, K.S., and Witkowski, W.R., "Design Optimization of
LiquidDistribution ChamberSlot Dies Using the DAKOTA Toolkit,"
50th Annual Conference of the Society for Imaging Science and
Technology, Cambridge MA, May 1823, 1997.
 Hobbs, M. L., "A Global HMX Decomposition Model," 1996 JANNAF
Propulsion Systems Hazards Subcommittee Meeting, Naval Postgraduate
School, Monterey, CA, Nov. 48, 1996.
 Eldred, M.S., Hart, W.E., Bohnhoff, W.J., Romero, V.J.,
Hutchinson, S.A., and Salinger, A.G.,
"Utilizing ObjectOriented Design to Build Advanced Optimization
Strategies with Generic Implementation," paper AIAA964164 in
Proceedings of the 6th AIAA/USAF/NASA/ISSMO Symposium on
Multidisciplinary Analysis and Optimization, Bellevue, WA,
Sept. 46, 1996, pp. 15681582.
 Moen, C.D., Spence, P.A., Meza, J.C., and Plantenga,
T.D., "Automatic Differentiation for GradientBased Optimization of
Radiatively Heated Microelectronics Manufacturing Equipment," paper
AIAA964118 in Proceedings of the 6th AIAA/USAF/NASA/ISSMO
Symposium on Multidisciplinary Analysis and Optimization,
Bellevue, WA, Sept. 46, 1996, pp. 11671175.
 Ponslet, E.R., and Eldred, M.S.,
"Discrete Optimization of Isolator Locations for Vibration Isolation
Systems: an Analytical and Experimental Investigation," paper
AIAA964178 in Proceedings of the 6th AIAA/USAF/NASA/ISSMO
Symposium on Multidisciplinary Analysis and Optimization,
Bellevue, WA, Sept. 46, 1996, pp. 17031716. Also appears as
Sandia Technical Report SAND961169, May 1996.
 Hart, W.E.,
"A Stationary Point Convergence Theory for Evolutionary
Algorithms," Proceedings of Foundations of Genetic Algorithms 4,
San Diego, CA, August 35, 1996, pp. 325342.
 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 1519, 1996, pp. 606612.
 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. 147154.
 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. 38, 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 2327, 1995,
Vol. PVP307, pp. 2936.
 Romero, V.J., Eldred, M.S., Bohnhoff, W.J., and Outka, D.E.,
"Application of Optimization to the Inverse Problem of Finding the
WorstCase Heating Configuration in a Fire," Proceedings of the 9th
International Conference on Numerical Methods in Thermal Problems,
Atlanta, GA, July 1721, 1995, Vol. 9, Part 2, pp. 10221033.
 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 AIAA944259, Panama City Beach, FL,
Sept. 79, 1994.
Conference Posters
 Alonso, J.J., Barone, M.F., Domino, S.P., Duraisamy, K., Eldred,
M.S., Iaccarino, G., Jakeman, J.D., Tang, G., and Xiu, D.,
"LargeScale Uncertainty and Error Analysis for Wind Turbine
Applications: Compressive Sensing with Subsampling and Gradient
Enhancement," 2013 ASCR Applied Math PI Meeting, Albuquerque, NM, Aug
68, 2013.
 Eldred, M.S., Safta, C., Sargsyan, K., Debusschere, B.J.,
Jakeman, J.D., Chowdhary, K., and Najm, H.N., "Sandia Software
Enabling ExtremeScale Uncertainty Quantification," 2013 SciDAC PI
Meeting, Rockville, MD, July 2426, 2013.
 Chowdhary, K., Jakeman, J.D., Eldred, M.S., Safta, C., and Najm,
H.N., "Algorithms for missing and sparse data," 2013 SciDAC PI
Meeting, Rockville, MD, July 2426, 2013.
 Jackson, C., Price, S., Eldred, M.S., Heimbach, P., Jakeman, J.D.,
Kalashnikova, I., Perego, M., Salinger, A., and Stadler, G., "PISCEES 
Quantification of Uncertainty in SeaLevel Rise from Next Generation
Ice Sheet Models," 2013 SciDAC PI Meeting, Rockville, MD, July 2426,
2013.
 Debusschere, B.J., Eldred, M.S., Jakeman, J.D., Sargsyan, K., Safta,
C., Ray, J., Chowdhary, K., and Najm, H.N., "Algorithm Developments fur
UQ in Extreme Scale Simulations," 2012 SciDAC PI Meeting, Rockville, MD,
Sept. 1012, 2012.
 Eldred, M.S., Higdon, D., Prudencio, E., and Debusschere, B.J.,
"QUEST Software Tools for Uncertainty Propagation and Inference,"
2012 SciDAC PI Meeting, Rockville, MD, Sept. 1012, 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., BuiThanh, 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. 1618, 2012.
 Alonso, J.J., Iaccarino, G., Duraisamy, K., Witteveen, J.A.S.,
Petrone, G., Tang, G., Eldred, M.S., Barone, M.F., Domino, S.P., Xiu,
D., "LargeScale Uncertainty and Error Analysis for Timedependent
Fluid/Structure Interactions in Wind Turbine Applications," 2011 ASCR
Applied Mathematics Program PI Meeting, Washington DC, Oct. 1719,
2011.
Conference Abstracts
 Jakeman, J.D. and Eldred, M.S., "Constructing Polynomial Chaos
Expansions via Compressed Sensing and Cross Validation," 12th
U.S. National Congress on Computational Mechanics, Raleigh, NC, July
2225, 2013.
 Eldred, M.S., Jakeman, J.D., Wildey, T.M., and Ng, L.W.T.,
"Multiple Model Forms in Uncertainty Quantification," 2013 SIAM
Conference on Computational Science & Engineering, Boston, MA,
Feb. 25March 1, 2013.
 Eldred, M.S., "Formulations for Optimization Under Uncertainty:
Tailoring for UQ Propagation Methods," 13th INFORMS Computing Society
Conference, Santa Fe, NM, January 68, 2013.
 Najm, H.N., Sargsyan, K., Safta, C., Debusschere, B.J., Jakeman,
J.D., and Eldred, M.S., "Sparse Polynomial Representations of High
Dimensional Models," 10th World Congress on Computational Mechanics,
813 July, 2012, Sao Paulo, Brazil.
 Adams, B.M., Swiler, L.P., and Eldred, M.S., "Practical UQ for
Engineering Applications with DAKOTA," SIAM Conference on
Uncertainty Quantification, Raleigh, NC, April 25, 2012.
 Eldred, M.S., Phipps, E.T., and Dalbey, K.R., "Adjoint
enhancement within global stochastic methods," SIAM Conference on
Uncertainty Quantification, Raleigh, NC, April 25, 2012.
 Phipps, E.T. and Eldred, M.S., "Scalable collocation methods
using a combination of Krylov basis recycling and adjoint
enhancement," SIAM Conference on Parallel Processing for Scientific
Computing, Savannah, GA, Feb. 1517, 2012.
 Eldred, M.S., "Dimension Adaptive Refinement Approaches in Stochastic
Expansion Methods," 11th U.S. National Congress on Computational
Mechanics (USNCCM), Minneapolis, MN, July 2529, 2011.
 Eldred, M.S., "Adaptive prefinement Approaches in Stochastic Expansion
Methods," 2011 SIAM Conference on Computational Science and Engineering
(CSE11), Reno, NV, February 28  March 4, 2011.
 Phipps, E.T., Eldred, M.S., Ghanem, R., Pawlowski, R.P.,
RedHorse, J.R., Schmidt, R.C., and Stripling, H., "Stochastic
Dimension Reduction for Network Coupled Systems," 2010 SIAM Annual
Meeting (AN10), Pittsburgh, PA, July 1216, 2010.
 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), Columbus, OH, July 1619, 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 26, 2009.
 Maute, K., Weickum, G., and Eldred, M.S., "Stochastic
ReducedOrder 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," SIAM Conference on Optimization (OP08),
Boston, MA, May 1013, 2008.
 Adams, B.M., "UncertaintyAware Design Optimization with the
DAKOTA Toolkit," INFORMS Annual Meeting 2007, Seattle, WA,
November 47, 2007.
 Adams, B.M., "Derivativefree Optimization Methods in DAKOTA with
Applications," Second International Conference on Continuous
Optimization (ICCOPT II) and Modeling and Optimization: Theory and
Applications (MOPTA 07), Hamilton, ON, Canada, August 1316,
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 1923, 2007.
 Dunlavy, D.M. and Eldred, M.S., "Formulations for SurrogateBased
Optimization Using Data Fit and Multifidelity Models," abstract for
SIAM Conference on Computational Science and Engineering (CSE07),
Costa Mesa, CA, February 1923, 2007.
 Robinson, T.D., Willcox, K.E., Eldred, M.S., and Haimes, R.,
"Multifidelity Optimization for VariableComplexity Design," Second
International Workshop on Surrogate Modeling and Space Mapping for
Engineering Optimization, Lyngby, Denmark, Nov. 911, 2006.
 Adams, B.M., "Uncertainty quantification for credible simulation
and risk analysis: methods, software tools, and research needs,"
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 AnalysisBased Design Optimization
Capabilities in DAKOTA," 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 SimulationBased Optimization,"
abstract for the SIAM Conference on Optimization, Stockholm,
Sweden, May 1519, 2005.
 Giunta, A.A., Eldred, M.S., Hough, P.D., and Castro, J.P.,
"Overview of SurrogateBased Optimization Research and Applications
at Sandia National Laboratories," abstract for the Surrogate
Optimization Workshop, Houston, TX, May 2425, 2004.
 Giunta, A.A. and Eldred, M.S., "Robust Design Optimization Using
Surrogate Models," abstract for the Robust OptimizationDirected
Design (RODD) Conference, Shalimar, FL, April 1921, 2004.
 Giunta, A.A., Eldred, M.S., Wojtkiewicz, S.F., Jr., Trucano,
T.G., and Castro, J.P., "SurrogateBased Optimization Methods for
Engineering Design," abstract in Proceedings of the Fifth Biennial
TriLaboratory Engineering Conference on Computational Modeling,
Santa Fe, NM, October 2123, 2003.
 Giunta, A. A., and Eldred, M. S., "SurrogateBased 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 SurrogateBased Optimization Under Uncertainty,"
abstract in Proceedings of the 7th U.S. National
Congress on Computational Mechanics, Albuquerque, NM,
July 2830, 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 2830, 2003.
 Eldred, M.S., Giunta, A.A., Wojtkiewicz, S.F., Jr., and Trucano,
T.G., "SurrogateBased Optimization Under Uncertainty: Status and
Directions," abstract in SIAM Conference on Computational
Science and Engineering. Final Program and Abstracts, San Diego,
CA, Feb 1013, 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 1013, 2003.
 Eldred, M.S., "DAKOTA: Virtual Prototyping with LargeScale
Engineering Simulations," abstract in IMA Workshop 4:
Optimization in SimulationBased Models,
Minneapolis, MN, January 916, 2003.
 Eldred, M.S., "The DAKOTA Optimization Framework: Virtual
Prototyping with ASCIScale Simulations," abstract in Proceedings
of the Fourth Biennial TriLaboratory Engineering Conference on
Computational Modeling, Albuquerque, NM, Oct. 2324, 2001, p. 82.
 Wojtkiewicz, S.F., Jr., Field, R.V., Jr., Eldred, M.S., RedHorse,
J.R., and Urbina, A., "Uncertainty Quantification in Large
Computational Engineering Models," abstract in Proceedings of the
Fourth Biennial TriLaboratory Engineering Conference on Computational
Modeling, Albuquerque, NM, Oct. 2324, 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.,
RedHorse, 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 ODUNASA Training Workshop
on Nondeterministic Approaches and Their Potential for Future
Aerospace Systems, held in Langley, Virginia, May 3031, 2001, (2)
abstract (no proceedings) at USNCCM VI (Sixth United States
Congress on Computational Mechanics) held in Dearborn, Michigan,
August 13, 2001, and (3) abstract (no proceedings) at LLNL
Sensitivity Analysis Workshop, August 1617, 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 HighPerformance 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 2123, 2000,
p. 47.
 Hart, W.E., Eldred, M.S., and Giunta, A.A., "Solving
mixedinteger nonlinear problems with PICO," abstract in
proceedings of the
17th International Symposium on Mathematical
Programming (ISMP 2000), Atlanta, GA, August 711, 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 1014, 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 TriLaboratory Engineering
Conference on Computational Modeling, Pleasanton, CA,
Oct. 31Nov. 2, 1995.
SAND Reports
 Eldred, M.S. and Wildey, T.M., "Propagation of Model Form
Uncertainty for Thermal Hydraulics using RANS Turbulence Models in
Drekar," Sandia Technical Report 20125845, July 2012.
 Adams, B.M., Bohnhoff, W.J., Dalbey, K.R., Eddy, J.P., Eldred,
M.S., Hough, P.D., Lefantzi, S., Swiler, L.P., and Vigil, D.M., "DAKOTA, A Multilevel
Parallel ObjectOriented Framework for Design Optimization, Parameter
Estimation, Uncertainty Quantification, and Sensitivity Analysis:
Version 5.2 Theory Manual," Sandia Technical Report
SAND20119106, December 2011. Updated February 2013
(Version 5.3) and May 2013
(Version 5.3.1).

(Please use this reference to cite DAKOTA)
Adams, B.M., Bohnhoff, W.J., Dalbey, K.R., Eddy, J.P., Eldred, M.S.,
Gay, D.M., Haskell, K., Hough, P.D., and Swiler, L.P., "DAKOTA, A Multilevel Parallel
ObjectOriented Framework for Design Optimization, Parameter
Estimation, Uncertainty Quantification, and Sensitivity Analysis:
Version 5.0 User's Manual," Sandia Technical Report SAND20102183,
December 2009. Updated December 2010 (Version 5.1), November 2011
(Version 5.2), February 2013
(Version 5.3), and May 2013
(Version 5.3.1).
 Adams, B.M., Bohnhoff, W.J., Dalbey, K.R., Eddy, J.P., Eldred,
M.S., Gay, D.M., Haskell, K., Hough, P.D., and Swiler, L.P., "DAKOTA, A Multilevel
Parallel ObjectOriented Framework for Design Optimization, Parameter
Estimation, Uncertainty Quantification, and Sensitivity Analysis:
Version 5.0 Reference Manual," Sandia Technical Report
SAND20102184, December 2009. Updated December 2010 (Version 5.1), November 2011
(Version 5.2), February 2013
(Version 5.3), and May 2013
(Version 5.3.1).
 Adams, B.M., Bohnhoff, W.J., Dalbey, K.R., Eddy, J.P., Eldred,
M.S., Gay, D.M., Haskell, K., Hough, P.D., and Swiler, L.P., "DAKOTA, A Multilevel
Parallel ObjectOriented Framework for Design Optimization, Parameter
Estimation, Uncertainty Quantification, and Sensitivity Analysis:
Version 5.0 Developers Manual," Sandia Technical Report
SAND20102185, December 2009. Updated December 2010 (Version 5.1), November 2011
(Version 5.2), February 2013
(Version 5.3), and May 2013
(Version 5.3.1).
 Eldred, M.S., "Investigation of Advanced UQ for CRUD Prediction
with VIPRE," Sandia Technical Report SAND20117193, September
2011.
 Adams, B.M., Witkowski, W.R., and Sung, Y., "CASL L2 Milestone
Report: VUQ.Y1.03, 'Enable Statistical Sensitivity and UQ
Demonstrations for VERA'," Sandia Technical Report SAND20112238,
April 2011.
 Eldred, M.S. and Swiler, L.P.,
"Efficient Algorithms for
Mixed AleatoryEpistemic Uncertainty Quantification with Application to
RadiationHardened Electronics; Part I: Algorithms and Benchmark Results,"
Sandia Technical Report SAND20095805, September 2009.
 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.,
"SolutionVerified
Reliability Analysis and Design of Bistable MEMS Using Error Estimation
and Adaptivity," Sandia Technical Report SAND20066286, 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., MartinezCanales, M.L. and
Williams, P.J., "DAKOTA,
A Multilevel Parallel ObjectOriented Framework for Design
Optimization, Parameter Estimation, Uncertainty Quantification, and
Sensitivity Analysis: Version 4.0 Users Manual," Sandia Technical
Report SAND20066337, October 2006. Updated September 2007
(Version 4.1) and
November 2008
(Version 4.2).
 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., MartinezCanales, M.L. and
Williams, P.J., "DAKOTA,
A Multilevel Parallel ObjectOriented Framework for Design
Optimization, Parameter Estimation, Uncertainty Quantification, and
Sensitivity Analysis: Version 4.0 Reference Manual," Sandia Technical
Report SAND20064055, October 2006. Updated September 2007
(Version 4.1) and
November 2008
(Version 4.2).
 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., MartinezCanales, M.L. and
Williams, P.J., "DAKOTA,
A Multilevel Parallel ObjectOriented Framework for Design
Optimization, Parameter Estimation, Uncertainty Quantification, and
Sensitivity Analysis: Version 4.0 Developers Manual," Sandia Technical
Report SAND20064056, October 2006. Updated September 2007
(Version 4.1) and
November 2008
(Version 4.2).
 Sallaberry, C.J., Helton, J.C., and Hora, S.C.,
"Extension of Latin Hypercube Samples with
Correlated Variables." Sandia Technical Report
SAND20066315.
 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 SAND20042439,
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 ObjectOriented Framework for Design Optimization, Parameter
Estimation, Uncertainty Quantification, and Sensitivity Analysis.
Version 3.0 Users Manual." Sandia Technical Report SAND20013796,
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 ObjectOriented Framework for Design Optimization, Parameter
Estimation, Uncertainty Quantification, and Sensitivity Analysis.
Version 3.0 Reference Manual." Sandia Technical Report SAND20013515,
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 ObjectOriented Framework for Design Optimization, Parameter
Estimation, Uncertainty Quantification, and Sensitivity Analysis.
Version 3.0 Developers Manual." Sandia Technical Report SAND20013514,
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 NonLinear Programming
for PDE Constrained Optimization," Sandia Technical Report
SAND20023198, October 2002.
 Gardner, D.R., and Vaughan, C.T.,
"The Optimization of a ShapedCharge Design Using Parallel
Computers," Sandia Technical Report SAND992953, November 1999.
 Hobbs, M.L., Erickson, K.L., and Chu, T.Y.,
"Modeling Decomposition of Unconfined Polyurethane Foam,"
Sandia Technical Report SAND992758, 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 SAND982668,
December 1998.
 McGee, B.C., Hobbs, M.L., and Baer, M.R.,
"Exponential 6 Parameterization for the JCZ3EOS," Sandia
Technical Report SAND981191, July 1998.
 Eldred, M.S.,
"Optimization Strategies for Complex Engineering Applications,"
Sandia Technical Report SAND980340, February 1998.
 Zimmerman, D.C., "Genetic Algorithms for
Navigating Expensive and Complex Design Spaces," Final Report for
Sandia National Laboratories contract AO7736 CA 02 (year 2),
Sept. 1996.
 Hart, W.E.,
"Evolutionary Pattern Search Algorithms," Sandia
Technical Report SAND952293, October 1995.
 Zimmerman, D.C., "Genetic Algorithms for Navigating Expensive and
Complex Design Spaces," Final Report for Sandia National Laboratories
contract AO7736 (year 1), Sept. 1995.
 Meza, J.C., and Plantenga, T.D.,
"Optimal Control of a CVD Reactor for Prescribed Temperature
Behavior," Sandia Technical Report SAND958224, April 1995.
 Moen, C.D., Spence, P.A., and Meza, J.C.,
"Optimal Heat Transfer Design of Chemical Vapor Deposition
Reactors," Sandia Technical Report SAND958223, April 1995.
 Meza, J.C., "OPT++: An ObjectOriented Class Library for Nonlinear
Optimization," Sandia Technical Report SAND948225, March 1994.