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Parametrized reduced order modeling for cracked solids

Konstantinos Agathos, Stéphane P. A. Bordas, Eleni Chatzi

2020International Journal for Numerical Methods in Engineering25 citationsDOIOpen Access PDF

Abstract

Summary A parametrized reduced order modeling methodology for cracked two dimensional solids is presented, where the parameters correspond to geometric properties of the crack, such as location and size. The method follows the offline‐online paradigm, where in the offline, training phase, solutions are obtained for a set of parameter values, corresponding to specific crack configurations and a basis for a lower dimensional solution space is created. Then in the online phase, this basis is used to obtain solutions for configurations that do not lie in the training set. The use of the same basis for different crack geometries is rendered possible by defining a reference configuration and employing mesh morphing to map the reference to different target configurations. To enable the application to complex geometries, a mesh morphing technique is introduced, based on inverse distance weighting, which increases computational efficiency and allows for special treatment of boundaries. Applications in linear elastic fracture mechanics are considered, with the extended finite element method being used to represent discontinuous and asymptotic fields.

Topics & Concepts

MorphingBasis (linear algebra)Finite element methodWeightingAlgorithmSet (abstract data type)Computer scienceMathematicsApplied mathematicsGeometryStructural engineeringArtificial intelligenceEngineeringPhysicsProgramming languageAcousticsNumerical methods in engineeringModel Reduction and Neural NetworksProbabilistic and Robust Engineering Design
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