TOWARD A NONINTRUSIVE STOCHASTIC MULTISCALE DESIGN SYSTEM FOR COMPOSITE MATERIALS

被引:4
作者
Wu, Wei [1 ]
Fish, Jacob [1 ]
机构
[1] Rensselaer Polytech Inst, Multiscale Sci & Engn Ctr, Troy, NY 12180 USA
关键词
multiscale; homogenization; nonintrusive; stochastic; REDUCED-ORDER HOMOGENIZATION;
D O I
10.1615/IntJMultCompEng.v8.i6.10
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper we study a nonintrusive stochastic collocation method in combination with a reduced-order homogenization method for solving partial differential equations with oscillatory random coefficients. The method consists of the two-scale homogenization in space, eigendeformation-based model reduction, Galerkin approximation of the reduced-order problem in space, and collocation approximation based on a sparse grid in the probability space that naturally leads to a nonintrusive approach. By this approach the solution of the original stochastic partial differential equations is constructed from a set of decoupled deterministic solutions from which statistical information is obtained. Preliminary numerical experiments are conducted to determine the feasibility of the method for solving two-scale problems in heterogeneous media.
引用
收藏
页码:549 / 559
页数:11
相关论文
共 20 条
  • [1] [Anonymous], 2003, NASACR2003212153
  • [2] [Anonymous], 2009, 47 AIAA AER SCI M IN
  • [3] Multiscale stochastic simulation algorithm with stochastic partial equilibrium assumption for chemically reacting systems
    Cao, Y
    Gillespie, D
    Petzold, L
    [J]. JOURNAL OF COMPUTATIONAL PHYSICS, 2005, 206 (02) : 395 - 411
  • [4] Uncertainty quantification for multiscale simulations
    DeVolder, B
    Glimm, J
    Grove, JW
    Kang, Y
    Lee, Y
    Pao, K
    Sharp, DH
    Ye, K
    [J]. JOURNAL OF FLUIDS ENGINEERING-TRANSACTIONS OF THE ASME, 2002, 124 (01): : 29 - 41
  • [5] Fish J., 2009, Bridging the Scales in Science and Engineering
  • [6] Sparse grid collocation schemes for stochastic natural convection problems
    Ganapathysubramanian, Baskar
    Zabaras, Nicholas
    [J]. JOURNAL OF COMPUTATIONAL PHYSICS, 2007, 225 (01) : 652 - 685
  • [7] Modeling multiscale diffusion processes in random heterogeneous media
    Ganapathysubramanian, Basked
    Zabaras, Nicholas
    [J]. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2008, 197 (43-44) : 3560 - 3573
  • [8] Numerical integration using sparse grids
    Gerstner, T
    Griebel, M
    [J]. NUMERICAL ALGORITHMS, 1998, 18 (3-4) : 209 - 232
  • [9] Adaptive sparse grid multilevel methods for elliptic PDEs based on finite differences
    Griebel, M
    [J]. COMPUTING, 1998, 61 (02) : 151 - 179
  • [10] IMAN RL, 1980, COMMUN STAT A-THEOR, V9, P1749, DOI 10.1080/03610928008827996