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Space-time goal-oriented error control with the DWR method for incremental POD-based ROM | Prof. Thomas Wick, Leibniz Universität Hannover

Kurzbeschreibung: Space-time goal-oriented error control with the DWR method for incremental POD-based ROM Abstract: In this work, the dual-weighted residual (DWR) method is applied to obtain an error-controlled incremental proper orthogonal decomposition (POD) based reduced order model. A novel approach called MORe DWR (Model Order Reduction with Dual-Weighted Residual error estimates) is being introduced. It marries tensor-product space-time reduced-order modeling (ROM) with time slabbing and an incremental POD (proper orthogonal decomposition) basis generation with goal-oriented error control based on dual-weighted residual estimates. The error in the goal functional is being estimated during the simulation and the POD basis is being updated if the estimate exceeds a given threshold. This allows an adaptive enrichment of the POD basis in case of unforeseen changes in the solution behavior. Consequently, the offline phase can be skipped, the reduced-order model is being solved directly with the POD basis extracted from the solution on the first time slab and, if necessary, the POD basis is being enriched on-the-fly during the simulation with high-fidelity finite element solutions. Therefore, the full-order model solves can be reduced to a minimum, which is demonstrated on numerical tests for the heat equation, elastodynamics, and coupled problems in porous media.
Startdatum: 16.01.2024 - 16:00
Enddatum: 16.01.2024 - 17:00
Adresse: MZH 5600
Organisator/Ansprechpartner: Prof. Dr. Andreas Rademacher, (0421) 218 63831
Preis: 0€