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DOE OSTI · code-123813

DATA-DRIVEN DISCOVERY OF DYNAMICS FROM TIME-RESOLVED COHERENT SCATTERING

Abstract

This software implements a data-driven framework to uncover mechanistic models of dynamics directly from time-resolved coherent X-ray scattering measurements. It employs neural differential equations to parameterize unknown real-space dynamics and incorporates a computational scattering forward model to relate real-space predictions to reciprocal-space observations.

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BibTeXRIS

Zhou, Tao, Zhang, Qingfeng, Narayanan, Suresh, Cherukara, Matthew, chan, Maria, Andrejevic, Nina. 2024-03-09. DATA-DRIVEN DISCOVERY OF DYNAMICS FROM TIME-RESOLVED COHERENT SCATTERING. https://doi.org/10.5281/zenodo.10211196

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