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Sheng Meng

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Preprint Aug 2026

Scalable photoexcitation-induced molecular dynamics with machine-learned Hamiltonians

Time-dependent ab-initio propagation with electronic machine learning is introduced, a framework that explicitly incorporates electronic evolution into scalable simulations of photoexcitation-induced lattice dynamics and captures coherent phonon dynamics together with their dependence on excitation conditions.

Leyu Cai, Yunzhe Jia, Da-Qiang Chen et al. · 0 citations

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