Article (Scientific journals)
Statistical extraction of process zones and representative subspaces in fracture of random composites
Kerfriden, P.; Schmidt, K. M.; Rabczuk, T. et al.
2013In International Journal for Multiscale Computational Engineering, 11 (3), p. 253-287
Peer reviewed
 

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Keywords :
Adaptive proper orthogonal decomposition; Cross-validation; Domain decomposition; Fracture of particulate composites; Greedy algorithm; Process zone; Cross validation; Domain decompositions; Greedy algorithms; Particulate composites; Algorithms; Domain decomposition methods; Principal component analysis; Random processes; Spectrum analysis; Statistical mechanics; Fracture
Abstract :
[en] We propose to identify process zones in heterogeneous materials by tailored statistical tools. The process zone is redefined as the part of the structure where the random process cannot be correctly approximated in a low-dimensional deterministic space. Such a low-dimensional space is obtained by a spectral analysis performed on precomputed solution samples. A greedy algorithm is proposed to identify both process zone and low-dimensional representative subspace for the solution in the complementary region. In addition to the novelty of the tools proposed in this paper for the analysis of localized phenomena, we show that the reduced space generated by the method is a valid basis for the construction of a reduced-order model. © 2013 by Begell House, Inc.
Disciplines :
Engineering, computing & technology: Multidisciplinary, general & others
Author, co-author :
Kerfriden, P.;  Cardiff University, School of Engineering, Queen's Buildings, The Parade, Cardiff CF24 3AA, United Kingdom > Institute of Mechanics and Advanced Materials
Schmidt, K. M.;  Cardiff University, School of Mathematics, Senghennydd Road, Cardiff CF24 4AG, United Kingdom
Rabczuk, T.;  Institute of Structural Mechanics, Bauhaus-University Weimar, Marienstraße 15, 99423 Weimar, Germany
Bordas, Stéphane ;  University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Engineering Research Unit
Language :
English
Title :
Statistical extraction of process zones and representative subspaces in fracture of random composites
Publication date :
2013
Journal title :
International Journal for Multiscale Computational Engineering
ISSN :
1543-1649
Special issue title :
Multiscale Methods in Fracture Mechanics with Extended/Generalized Finite Elements
Volume :
11
Issue :
3
Pages :
253-287
Peer reviewed :
Peer reviewed
Focus Area :
Computational Sciences
European Projects :
FP7 - 279578 - REALTCUT - Towards real time multiscale simulation of cutting in non-linear materials with applications to surgical simulation and computer guided surgery
Funders :
CE - Commission Européenne [BE]
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since 07 November 2013

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