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physics.comp-ph2024

Thermodynamics-informed super-resolution of scarce temporal dynamics data

Carlos Bermejo-Barbanoj, Beatriz Moya, Alberto Badías +2

We present a method to increase the resolution of measurements of a physical system and subsequently predict its time evolution using thermodynamics-aware neural networks. Our meth…