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A probabilistic model for bounded elasticity tensor random fields with application to polycrystalline microstructures

Publication ,  Journal Article
Guilleminot, J; Noshadravan, A; Soize, C; Ghanem, RG
Published in: Computer Methods in Applied Mechanics and Engineering
April 1, 2011

In this paper, we address the construction of a prior stochastic model for non-Gaussian deterministically-bounded positive-definite matrix-valued random fields in the context of mesoscale modeling of heterogeneous elastic microstructures. We first introduce the micromechanical framework and recall, in particular, Huet's Partition Theorem. Based on the latter, we discuss the nature of hierarchical bounds and define, under some given assumptions, deterministic bounds for the apparent elasticity tensor. Having recourse to the Maximum Entropy Principle under the constraints defined by the available information, we then introduce two random matrix models. It is shown that an alternative formulation of the boundedness constraints further allows constructing a probabilistic model for deterministically-bounded positive-definite matrix-valued random fields. Such a construction is presented and relies on a class of random fields previously defined. We finally exemplify the overall methodology considering an experimental database obtained from EBSD measurements and provide a simple numerical application. © 2011 Elsevier B.V.

Duke Scholars

Published In

Computer Methods in Applied Mechanics and Engineering

DOI

ISSN

0045-7825

Publication Date

April 1, 2011

Volume

200

Issue

17-20

Start / End Page

1637 / 1648

Related Subject Headings

  • Applied Mathematics
  • 49 Mathematical sciences
  • 40 Engineering
  • 09 Engineering
  • 01 Mathematical Sciences
 

Citation

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Guilleminot, J., Noshadravan, A., Soize, C., & Ghanem, R. G. (2011). A probabilistic model for bounded elasticity tensor random fields with application to polycrystalline microstructures. Computer Methods in Applied Mechanics and Engineering, 200(17–20), 1637–1648. https://doi.org/10.1016/j.cma.2011.01.016
Guilleminot, J., A. Noshadravan, C. Soize, and R. G. Ghanem. “A probabilistic model for bounded elasticity tensor random fields with application to polycrystalline microstructures.” Computer Methods in Applied Mechanics and Engineering 200, no. 17–20 (April 1, 2011): 1637–48. https://doi.org/10.1016/j.cma.2011.01.016.
Guilleminot J, Noshadravan A, Soize C, Ghanem RG. A probabilistic model for bounded elasticity tensor random fields with application to polycrystalline microstructures. Computer Methods in Applied Mechanics and Engineering. 2011 Apr 1;200(17–20):1637–48.
Guilleminot, J., et al. “A probabilistic model for bounded elasticity tensor random fields with application to polycrystalline microstructures.” Computer Methods in Applied Mechanics and Engineering, vol. 200, no. 17–20, Apr. 2011, pp. 1637–48. Scopus, doi:10.1016/j.cma.2011.01.016.
Guilleminot J, Noshadravan A, Soize C, Ghanem RG. A probabilistic model for bounded elasticity tensor random fields with application to polycrystalline microstructures. Computer Methods in Applied Mechanics and Engineering. 2011 Apr 1;200(17–20):1637–1648.
Journal cover image

Published In

Computer Methods in Applied Mechanics and Engineering

DOI

ISSN

0045-7825

Publication Date

April 1, 2011

Volume

200

Issue

17-20

Start / End Page

1637 / 1648

Related Subject Headings

  • Applied Mathematics
  • 49 Mathematical sciences
  • 40 Engineering
  • 09 Engineering
  • 01 Mathematical Sciences