The nanometric and micrometric scales of the structure and mechanics of materials revisited: An introduction to the challenges of fully deterministic numerical descriptions

被引:52
作者
Ammar, A. [2 ]
Chinesta, F. [1 ]
Joyot, P. [3 ]
机构
[1] ENSAM, LMSP, CNRS, UMR 8106, F-75013 Paris, France
[2] Lab Rheol, F-38041 Grenoble 9, France
[3] LIPSI, F-64210 Bidart, France
关键词
multiscale modeling; multidimensional models; curse of dimensionality; reduced basis; separated representation; finite sums decomposition;
D O I
10.1615/IntJMultCompEng.v6.i3.20
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Nanoscience and nanotechnology as well as the fine modeling of the structure and mechanics Of materials from the nanometric to the micrometric scales use descriptions ranging from the quantum to the statistical mechanics. This article revisits the modeling at these scales and points out the main challenges related to the numerical solution of such models that sometimes are discrete but involve an extremely large number of particles (as is the case of molecular dynamics simulations or coarse-grained molecular dynamics) and other times are continuous but defined in highly multidimensional spaces, leading to the well-known curse of dimensionality issues. The curse of dimensionality of some of these deterministic models will be emphasized, and their numerical implications will be addressed in the second part of this work.
引用
收藏
页码:191 / 213
页数:23
相关论文
共 34 条
[1]  
ACHDOU Y, 2005, SIAM FRONT APPL MATH
[2]   A new family of solvers for some classes of multidimensional partial differential equations encountered in kinetic theory modelling of complex fluids - Part II: Transient simulation using space-time separated representations [J].
Ammar, A. ;
Mokdad, B. ;
Chinesta, F. ;
Keunings, R. .
JOURNAL OF NON-NEWTONIAN FLUID MECHANICS, 2007, 144 (2-3) :98-121
[3]   A new family of solvers for some, classes of multidimensional partial differential equations encountered in kinetic theory modeling of complex fluids [J].
Ammar, A. ;
Mokdad, B. ;
Chinesta, F. ;
Keunings, R. .
JOURNAL OF NON-NEWTONIAN FLUID MECHANICS, 2006, 139 (03) :153-176
[4]   On the reduction of kinetic theory models related to finitely extensible dumbbells [J].
Ammar, A ;
Ryckelynck, D ;
Chinesta, F ;
Keunings, R .
JOURNAL OF NON-NEWTONIAN FLUID MECHANICS, 2006, 134 (1-3) :136-147
[5]  
AMMAR A, LECT NOTES IN PRESS
[6]  
[Anonymous], 2003, HDB NUMERICAL ANAL
[7]   ELEMENT-FREE GALERKIN METHODS [J].
BELYTSCHKO, T ;
LU, YY ;
GU, L .
INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 1994, 37 (02) :229-256
[8]  
Ben Dhia H, 1998, CR ACAD SCI II B, V326, P899, DOI 10.1016/S1251-8069(99)80046-5
[9]   Algorithms for numerical analysis in high dimensions [J].
Beylkin, G ;
Mohlenkamp, MJ .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2005, 26 (06) :2133-2159
[10]  
BIRD BB, 1987, KINETIC THEORY, V2