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    Deep variational free energy prediction of dense hydrogen solid at 1200 K

    Xinyang Dong1,2, Hao Xie1,3, Yixiao Chen4, Wenshuo Liang5, Linfeng Zhang2,5, Lei Wang1,*, and Han Wang6,†

    • *Contact author: wanglei@iphy.ac.cn
    • †Contact author: wang_han@iapcm.ac.cn

    Phys. Rev. B 111, 214118 – Published 25 June, 2025

    DOI: https://doi.org/10.1103/rbsg-r7hx

    Abstract

    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 wave function. 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.

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