On calibration and validation of eigendeformation-based multiscale models for failure analysis of heterogeneous systems |
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Authors: | Caglar Oskay Jacob Fish |
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Affiliation: | (1) Civil and Environmental Engineering Department, Vanderbilt University, Nashville, TN 37235, USA;(2) Mechanical, Aerospace and Nuclear Engineering Department, Rensselaer Polytechnic Institute, Troy, NY 12180, USA |
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Abstract: | We present a new strategy for calibration and validation of hierarchical multiscale models based on computational homogenization. The proposed strategy hinges on the concept of the experimental simulator repository (SIMEX) which provides the basis for a generic algorithmic framework in calibration and validation of multiscale models. Gradient-based and genetic algorithms are incorporated into SIMEX framework to investigate the validity of these algorithms in multiscale model calibration. The strategy is implemented using the eigendeformation-based reduced order homogenization (EHM) model and integrated into a commercial finite element package (Abaqus). Ceramic- and polymer- matrix composite problems are analyzed to study the capabilities of the proposed calibration and validation framework. |
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