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02/17/2023
h-analysis and data-parallel physics-informed neural networks
We explore the data-parallel acceleration of physics-informed machine le...
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11/15/2022
Physics-informed neural networks for operator equations with stochastic data
We consider the computation of statistical moments to operator equations...
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05/13/2022
Hyper-parameter tuning of physics-informed neural networks: Application to Helmholtz problems
We consider physics-informed neural networks [Raissi et al., J. Comput. ...
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04/22/2022