Dec 29, 2023 · We demonstrate our method by learning the stretching dynamics of polymer chains containing up to 900 degrees of freedom, condensing it into a ...
Aug 8, 2023 · Here we develop a platform based on a generalized Onsager principle to learn macroscopic dynamical descriptions of arbitrary stochastic ...
Duration: 59:44
Posted: 16 hours ago
Posted: 16 hours ago
We demonstrate our method by learning the stretching dynamics of polymer chains containing up to 900 degrees of freedom, condensing it into a thermodynamic ...
Dec 18, 2023 · Our machine learning approach addresses this by simultaneously constructing reduced thermodynamic coordinates and interpreting the dynamics on ...
Dec 29, 2023 · Our method simultaneously constructs reduced thermodynamic coordinates and interprets the dynamics on these coordinates. We demonstrate its ...
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Jun 8, 2024 · Bibliographic details on Constructing custom thermodynamics using deep learning.
Abstract. We present an algorithm to learn the relevant latent variables of a large-scale discretized physical system and predict its time evolution using ...
Aug 8, 2023 · Our machine learning approach addresses this by simultaneously constructing reduced thermodynamic coordinates and interpreting the dynamics on ...
