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Parametric nonlinear model reduction using machine learning on Grassmann manifold with an application on a flow simulation

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Publication:6536761
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DOI10.1007/s00332-024-10039-1zbMath1545.6552MaRDI QIDQ6536761

Norapon Sukuntee, Saifon Chaturantabut

Publication date: 13 May 2024

Published in: Journal of Nonlinear Science (Search for Journal in Brave)



zbMATH Keywords

proper orthogonal decompositionGrassmann manifoldmachine learningmodel order reductiondiscrete empirical interpolation method


Mathematics Subject Classification ID

Spectral, collocation and related methods for boundary value problems involving PDEs (65N35) Complexity and performance of numerical algorithms (65Y20) Numerical methods for low-rank matrix approximation; matrix compression (65F55)








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