Numerical Stochastic Homogenization Method and Multiscale Stochastic Finite Element Method - A Paradigm for Multiscale Computation of Stochastic PDEs

Numerical Stochastic Homogenization Method and Multiscale Stochastic Finite Element Method - A Paradigm for Multiscale Computation of Stochastic PDEs
Author :
Publisher :
Total Pages : 17
Release :
ISBN-10 : OCLC:1065982531
ISBN-13 :
Rating : 4/5 (31 Downloads)

Book Synopsis Numerical Stochastic Homogenization Method and Multiscale Stochastic Finite Element Method - A Paradigm for Multiscale Computation of Stochastic PDEs by :

Download or read book Numerical Stochastic Homogenization Method and Multiscale Stochastic Finite Element Method - A Paradigm for Multiscale Computation of Stochastic PDEs written by and published by . This book was released on 2010 with total page 17 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multiscale modeling of stochastic systems, or uncertainty quantization of multiscale modeling is becoming an emerging research frontier, with rapidly growing engineering applications in nanotechnology, biotechnology, advanced materials, and geo-systems, etc. While tremendous efforts have been devoted to either stochastic methods or multiscale methods, little combined work had been done on integration of multiscale and stochastic methods, and there was no method formally available to tackle multiscale problems involving uncertainties. By developing an innovative Multiscale Stochastic Finite Element Method (MSFEM), this research has made a ground-breaking contribution to the emerging field of Multiscale Stochastic Modeling (MSM) (Fig 1). The theory of MSFEM basically decomposes a boundary value problem of random microstructure into a slow scale deterministic problem and a fast scale stochastic one. The slow scale problem corresponds to common engineering modeling practices where fine-scale microstructure is approximated by certain effective constitutive constants, which can be solved by using standard numerical solvers. The fast scale problem evaluates fluctuations of local quantities due to random microstructure, which is important for scale-coupling systems and particularly those involving failure mechanisms. The Green-function-based fast-scale solver developed in this research overcomes the curse-of-dimensionality commonly met in conventional approaches, by proposing a random field-based orthogonal expansion approach. The MSFEM formulated in this project paves the way to deliver the first computational tool/software on uncertainty quantification of multiscale systems. The applications of MSFEM on engineering problems will directly enhance our modeling capability on materials science (composite materials, nanostructures), geophysics (porous media, earthquake), biological systems (biological tissues, bones, protein folding). Continuous development of MSFEM will further contribute to the establishment of Multiscale Stochastic Modeling strategy, and thereby potentially to bring paradigm-shifting changes to simulation and modeling of complex systems cutting across multidisciplinary fields.


Numerical Stochastic Homogenization Method and Multiscale Stochastic Finite Element Method - A Paradigm for Multiscale Computation of Stochastic PDEs Related Books

Numerical Stochastic Homogenization Method and Multiscale Stochastic Finite Element Method - A Paradigm for Multiscale Computation of Stochastic PDEs
Language: en
Pages: 17
Authors:
Categories:
Type: BOOK - Published: 2010 - Publisher:

DOWNLOAD EBOOK

Multiscale modeling of stochastic systems, or uncertainty quantization of multiscale modeling is becoming an emerging research frontier, with rapidly growing en
Homogenization Theory for Multiscale Problems
Language: en
Pages: 469
Authors: Xavier Blanc
Categories: Mathematics
Type: BOOK - Published: 2023-04-29 - Publisher: Springer Nature

DOWNLOAD EBOOK

The book provides a pedagogic and comprehensive introduction to homogenization theory with a special focus on problems set for non-periodic media. The presentat
Domain Decomposition Methods in Science and Engineering XXV
Language: en
Pages: 508
Authors: Ronald Haynes
Categories: Mathematics
Type: BOOK - Published: 2020-10-24 - Publisher: Springer Nature

DOWNLOAD EBOOK

These are the proceedings of the 25th International Conference on Domain Decomposition Methods in Science and Engineering, which was held in St. John's, Newfoun
Operator-Adapted Wavelets, Fast Solvers, and Numerical Homogenization
Language: en
Pages: 491
Authors: Houman Owhadi
Categories: Mathematics
Type: BOOK - Published: 2019-10-24 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

Presents interplays between numerical approximation and statistical inference as a pathway to simple solutions to fundamental problems.
Multiscale Model Reduction
Language: en
Pages: 0
Authors: Eric Chung
Categories:
Type: BOOK - Published: 2023 - Publisher:

DOWNLOAD EBOOK

This monograph is devoted to the study of multiscale model reduction methods from the point of view of multiscale finite element methods. Multiscale numerical m