TY - JOUR
T1 - Maximum entropy-based uncertainty modeling at the elemental level in linear structural and thermal problems
AU - Song, Pengchao
AU - Mignolet, Marc P.
N1 - Funding Information:
The financial support of this work by the Air Force Multi University Research Initiative contract FA9550-15-1-0038 with Dr. Jean-Luc Cambier as Technical Monitor is Gratefully acknowledged.
PY - 2019/12/1
Y1 - 2019/12/1
N2 - A novel approach is proposed for the modeling of uncertainties in finite element models of linear structural or thermal problems. This uncertainty is introduced at the level of each finite element by randomizing the corresponding elemental matrices (e.g., mass, stiffness, conductance) using the maximum entropy concept. The approach is characterized by only two parameters, one expressing the overall level of uncertainty while the other is the correlation length underlying the random elemental matrices. As it proceeds from the finite element mean model matrices, the modeling can be performed from finite element models constructed in commercial software. In fact, the approach is exemplified on a structural example developed within Nastran with the assembly of the random elemental matrices performed outside of this software.
AB - A novel approach is proposed for the modeling of uncertainties in finite element models of linear structural or thermal problems. This uncertainty is introduced at the level of each finite element by randomizing the corresponding elemental matrices (e.g., mass, stiffness, conductance) using the maximum entropy concept. The approach is characterized by only two parameters, one expressing the overall level of uncertainty while the other is the correlation length underlying the random elemental matrices. As it proceeds from the finite element mean model matrices, the modeling can be performed from finite element models constructed in commercial software. In fact, the approach is exemplified on a structural example developed within Nastran with the assembly of the random elemental matrices performed outside of this software.
KW - Linear finite element
KW - Maximum entropy
KW - Uncertainty modeling
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U2 - 10.1007/s00466-019-01734-y
DO - 10.1007/s00466-019-01734-y
M3 - Article
AN - SCOPUS:85067676685
SN - 0178-7675
VL - 64
SP - 1557
EP - 1566
JO - Computational Mechanics
JF - Computational Mechanics
IS - 6
ER -