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A separated representation involving multiple time scales within the Proper Generalized Decomposition framework

Angelo Pasquale, Amine Ammar, Antonio Falcó, Simona Perotto, Elías Cueto, Jean‐Louis Duval, Francisco Chinesta

2021Advanced Modeling and Simulation in Engineering Sciences15 citationsDOIOpen Access PDF

Abstract

Abstract Solutions of partial differential equations can exhibit multiple time scales. Standard discretization techniques are constrained to capture the finest scale to accurately predict the response of the system. In this paper, we provide an alternative route to circumvent prohibitive meshes arising from the necessity of capturing fine-scale behaviors. The proposed methodology is based on a time-separated representation within the standard Proper Generalized Decomposition, where the time coordinate is transformed into a multi-dimensional time through new separated coordinates, each representing one scale, while continuity is ensured in the scale coupling. For instance, when considering two different time scales, the governing Partial Differential Equation is commuted into a nonlinear system that iterates between the so-called microtime and macrotime, so that the time coordinate can be viewed as a 2D time. The macroscale effects are taken into account by means of a finite element-based macro-discretization, whereas the microscale effects are handled with unidimensional parent spaces that are replicated throughout the time domain. The resulting separated representation allows us a very fine time discretization without impacting the computational efficiency. The proposed formulation is explored and numerically verified on thermal and elastodynamic problems.

Topics & Concepts

DiscretizationMicroscale chemistryRepresentation (politics)Nonlinear systemPartial differential equationDomain decomposition methodsScale (ratio)Applied mathematicsIterated functionSpace timeComputer scienceTime domainFinite element methodPolygon meshSpacetimeCoupling (piping)MathematicsAlgorithmMathematical analysisGeometryPhysicsLawMechanical engineeringMathematics educationEngineeringThermodynamicsPoliticsQuantum mechanicsChemical engineeringComputer visionPolitical scienceModel Reduction and Neural NetworksNumerical methods in engineeringAdvanced Numerical Methods in Computational Mathematics
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