A domain adaptive stochastic collocation approach for analysis of MEMS under uncertainties

被引:67
作者
Agarwal, Nitin [1 ]
Aluru, N. R. [1 ]
机构
[1] Univ Illinois, Dept Mech Sci & Engn, Beckman Inst Adv Sci & Technol, Urbana, IL 61801 USA
基金
美国国家科学基金会;
关键词
Multiphysics; Stochastic collocation; Stochastic Galerkin method; Sparse grids; Adaptive sampling; Reliability; Geometrical uncertainty; Uncertainty propagation; GENERALIZED POLYNOMIAL CHAOS; DIFFERENTIAL-EQUATIONS; LAGRANGIAN APPROACH; PROJECTION METHOD; DYNAMIC-ANALYSIS; FLUID-FLOW; PROPAGATION; SIMULATION; SCHEMES;
D O I
10.1016/j.jcp.2009.07.014
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This work proposes a domain adaptive stochastic collocation approach for uncertainty quantification, suitable for effective handling of discontinuities or sharp variations in the random domain. The basic idea of the proposed methodology is to adaptively decompose the random domain into subdomains. Within each subdomain, a sparse grid interpolant is constructed using the classical Smolyak construction [S. Smolyak, Quadrature and interpolation formulas for tensor products of certain classes of functions, Soviet Math. Dokl. 4 (1963) 240-243], to approximate the stochastic solution locally. The adaptive strategy is governed by the hierarchical surpluses, which are computed as part of the interpolation procedure. These hierarchical surpluses then serve as an error indicator for each subdomain, and lead to subdivision whenever it becomes greater than a threshold value. The hierarchical surpluses also provide information about the more important dimensions, and accordingly the random elements can be split along those dimensions. The proposed adaptive approach is employed to quantify the effect of uncertainty in input parameters on the performance of micro-electromechanical systems (MEMS). Specifically, we study the effect of uncertain material properties and geometrical parameters on the pull-in behavior and actuation properties of a MEMS switch. Using the adaptive approach, we resolve the pull-in instability in MEMS switches. The results from the proposed approach are verified using Monte Carlo simulations and it is demonstrated that it computes the required statistics effectively. (C) 2009 Elsevier Inc. All rights reserved.
引用
收藏
页码:7662 / 7688
页数:27
相关论文
共 48 条
[1]   Uncertainty propagation in finite deformations - A spectral stochastic Lagrangian approach [J].
Acharjee, S ;
Zabaras, N .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2006, 195 (19-22) :2289-2312
[2]   Stochastic modeling of coupled electromechanical interaction for uncertainty quantification in electrostatically actuated MEMS [J].
Agarwal, Nitin ;
Aluru, N. R. .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2008, 197 (43-44) :3456-3471
[3]   A stochastic Lagrangian approach for geometrical uncertainties in electrostatics [J].
Agarwal, Nitin ;
Aluru, N. R. .
JOURNAL OF COMPUTATIONAL PHYSICS, 2007, 226 (01) :156-179
[4]   An efficient numerical technique for electromechanical simulation of complicated microelectromechanical structures [J].
Aluru, NR ;
White, J .
SENSORS AND ACTUATORS A-PHYSICAL, 1997, 58 (01) :1-11
[5]   Galerkin finite element approximations of stochastic elliptic partial differential equations [J].
Babuska, I ;
Tempone, R ;
Zouraris, GE .
SIAM JOURNAL ON NUMERICAL ANALYSIS, 2004, 42 (02) :800-825
[6]   High dimensional polynomial interpolation on sparse grids [J].
Barthelmann, V ;
Novak, E ;
Ritter, K .
ADVANCES IN COMPUTATIONAL MATHEMATICS, 2000, 12 (04) :273-288
[7]  
Chandrasekharaiah D.S., 1994, CONTINUUM MECH
[8]   Uncertainty analysis for the steady-state flows in a dual throat nozzle [J].
Chen, QY ;
Gottlieb, D ;
Hesthaven, JS .
JOURNAL OF COMPUTATIONAL PHYSICS, 2005, 204 (01) :378-398
[9]   Full-Lagrangian schemes for dynamic analysis of electrostatic MEMS [J].
De, SK ;
Aluru, NR .
JOURNAL OF MICROELECTROMECHANICAL SYSTEMS, 2004, 13 (05) :737-758
[10]   Coupling of hierarchical fluid models with electrostatic and mechanical models for the dynamic analysis of MEMS [J].
De, Sudipto K. ;
Aluru, N. R. .
JOURNAL OF MICROMECHANICS AND MICROENGINEERING, 2006, 16 (08) :1705-1719