Karthik Duraisamy
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126
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ML×1Comp. Eng.×1Numerical Analysis×1physics.comp-ph×1
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2026
History-aware adaptive reduced-order models via incremental singular value decomposition
The paper introduces a history-aware adaptive Reduced-Order Model (ROM) framework using incremental Singular Value Decomposition (iSVD) that maintains accuracy for online dynamics far beyond the initial training data regime.
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cs.LGcs.CEmath.NARecentMay 27, 2026
History-aware adaptive reduced-order models via incremental singular value decomposition
Amirpasha Hedayat, Ali Mohaghegh, Laura Balzano, Cheng Huang +1 more
The paper introduces a history-aware adaptive Reduced-Order Model (ROM) framework using incremental Singular Value Decomposition (iSVD) that maintains accuracy for online dynamics far beyond the initi…
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