Machine learning configuration-dependent friction tensors in Langevin heatbaths

Dynamics of coarse-grained particle systems derived via the Mori–Zwanzig projection formalism commonly take the form of a (generalized) Langevin equation with configuration-dependent friction tensor and diffusion coefficient matrix. In this article, we introduce a class of equivariant representation...

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Bibliographic Details
Main Authors: Matthias Sachs, Wojciech G Stark, Reinhard J Maurer, Christoph Ortner
Format: Article
Language:English
Published: IOP Publishing 2025-01-01
Series:Machine Learning: Science and Technology
Subjects:
Online Access:https://doi.org/10.1088/2632-2153/ada248
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