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Main Authors: Dong, Xinyang, Xie, Hao, Chen, Yixiao, Liang, Wenshuo, Zhang, Linfeng, Wang, Lei, Wang, Han
Format: Preprint
Published: 2025
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Online Access:https://arxiv.org/abs/2501.09590
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author Dong, Xinyang
Xie, Hao
Chen, Yixiao
Liang, Wenshuo
Zhang, Linfeng
Wang, Lei
Wang, Han
author_facet Dong, Xinyang
Xie, Hao
Chen, Yixiao
Liang, Wenshuo
Zhang, Linfeng
Wang, Lei
Wang, Han
contents We perform deep variational free energy calculations to investigate the dense hydrogen system at 1200 K and high pressures. In this computational framework, neural networks are used to model the free energy through the proton Boltzmann distribution and the electron wavefunction. By directly minimizing the free energy, our results reveal the emergence of a crystalline order associated with the center of mass of hydrogen molecules at approximately 180 GPa. This transition from atomic liquid to a molecular solid is marked by discontinuities in both the pressure and thermal entropy. Additionally, we discuss the broader implications and limitations of these findings in the context of recent studies of dense hydrogen under similar conditions.
format Preprint
id arxiv_https___arxiv_org_abs_2501_09590
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Deep variational free energy prediction of dense hydrogen solid at 1200K
Dong, Xinyang
Xie, Hao
Chen, Yixiao
Liang, Wenshuo
Zhang, Linfeng
Wang, Lei
Wang, Han
Computational Physics
We perform deep variational free energy calculations to investigate the dense hydrogen system at 1200 K and high pressures. In this computational framework, neural networks are used to model the free energy through the proton Boltzmann distribution and the electron wavefunction. By directly minimizing the free energy, our results reveal the emergence of a crystalline order associated with the center of mass of hydrogen molecules at approximately 180 GPa. This transition from atomic liquid to a molecular solid is marked by discontinuities in both the pressure and thermal entropy. Additionally, we discuss the broader implications and limitations of these findings in the context of recent studies of dense hydrogen under similar conditions.
title Deep variational free energy prediction of dense hydrogen solid at 1200K
topic Computational Physics
url https://arxiv.org/abs/2501.09590