Journal Papers

  • Jakeman, J.D. and Narayan, A., "Adaptive Leja sparse grid constructions for stochastic collocation and high-dimensional approximation," SIAM Journal on Scientific Computing, submitted.
     
  • Safta, C., Chowdhary, K., Sargsyan, K., Najm, H.N., Debusschere, B.J., Swiler, L.P., and Eldred, M.S., "Probabilistic Methods for Sensitivity Analysis and Calibration in the NASA Challenge Problem," in AIAA Journal, submitted.
     
  • Jakeman, J.D. and Wildey, T.M., "Enhancing adaptive sparse grid approximations and improving refinement strategies using adjoint-based a posteriori error estimates," Journal of Compuational Physics, submitted.
     
  • Bichon, B.J., Eldred, M.S., Mahadevan, S., and McFarland, J.M., "Efficient Global Surrogate Modeling for Reliability-Based Design Optimization,"ASME Journal of Mechanical Design, Vol. 107, No. 1, Jan. 2013, pp. 011009:1-13.
     
  • 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. 157-170.
     
  • Constantine, P.G., Eldred, M.S., and Phipps, E.T., "Sparse Pseudospectral Approximation Method,"Computer Methods in Applied Mechanics and Engineering, Volumes 229-232, pp. 1-12, July 2012.
     
  • Eldred, M.S., Swiler, L.P., and Tang, G., "Mixed Aleatory-Epistemic Uncertainty Quantification with Stochastic Expansions and Optimization-Based Interval Estimation,"Reliability Engineering and System Safety (RESS), Vol. 96, No. 9, Sept. 2011, pp. 1092-1113.
     
  • Eldred, M.S., "Design Under Uncertainty Employing Stochastic Expansion Methods,"International Journal for Uncertainty Quantification, Vol. 1, No. 2, Feb. 2011, pp. 119-146.
     
    • Earlier version: paper AIAA-2008-6001 in Proceedings of the 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Victoria, British Columbia, Canada, Sept. 10-12, 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. 4648-4663.
     
  • Maute, K., Weickum, G., and Eldred, M.S., "A Reduced-Order Stochastic Finite Element Approach for Design Optimization under Uncertainty,"Structural Safety, 31 (6), Nov. 2009, pp. 450-459.
     
  • 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,"Structural and Multidisciplinary Optimization, Vol. 38, No. 6, July 2009, pp. 599-611.
     
  • 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.
     
  • 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. 1047-1059, 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, Life-Cycle Design & Performance, Vol. 3, No. 3, Sept. 2007, pp. 199-213.
     
    • Earlier version: conference paper 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.
     
    • Earlier version: 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.
     
    • Earlier version: 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.