Dimensionality reduction of a complex constitutive law for Ceramic Matrix Composites
Résumé
Dimensionality reduction of a constitutive law describing the complex anisotropic material behavior of SiC/SiC Ceramic Matrix Composites (CMCs) is performed using a technique of multivariate analysis i.e., Principal Component Analysis (PCA). An approximation of the thermodynamic state potential of the original model with a simplified one that has a reduced set of internal damage variables is introduced. To this end, PCA is deployed to determine the optimal damage kinematics for a certain range of loading conditions via minimization of a prescribed error norm. The evolution laws linking the new damage variables with the associated conjugate thermodynamic forces are hereafter identified.
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