Derivative-Informed Projected Neural Networks for High-Dimensional Parametric Maps Governed by PDEs

DOI10.1016/j.cma.2021.114199zbMath1507.62299arXiv2011.15110WikidataQ114196872 ScholiaQ114196872MaRDI QIDQ6354925

Thomas O'Leary-Roseberry, Umberto Villa, Omar Ghattas, Unnamed Author

Publication date: 30 November 2020

Mathematics Subject Classification ID

Artificial neural networks and deep learning (68T07) General nonlinear regression (62J02) Numerical methods for partial differential equations, initial value and time-dependent initial-boundary value problems (65M99) Neural nets and related approaches to inference from stochastic processes (62M45)

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