Deep Physics Corrector: A physics enhanced deep learning architecture for solving stochastic differential equations

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Tushar, Souvik Chakraborty

Published: 2023, Last Modified: 30 Sept 2024J. Comput. Phys. 2023EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We propose deep physics corrector (DPC) for solving SDEs.•DPC allows seamless integration of known approximate physics and data.•DPC is semi-interpretable, robust, and generalizes to unseen environment.•DPC is used as a surrogate model for stochastic simulators.