论文标题

最高的熔点材料:通过贝叶斯全球优化搜索,具有深层电位分子动力学

The Highest Melting Point Material: Searched by Bayesian Global Optimization with Deep Potential Molecular Dynamics

论文作者

Dai, Fu-Zhi, Wen, Bo, Jiao, Xingjian, Chen, Lei, Wang, Yujin

论文摘要

由于超音速车的发展,对难治材料的兴趣在近几十年来迅速增加。但是,哪种物质具有最高的熔点是一个秘密,因为在极端情况下的精确测量非常困难。在目前的工作中,首先训练了HF-TA-C-N系统的准确的深层潜在模型,然后通过使用分子动力学模拟和贝叶斯全局优化来搜索最高的熔点材料。预测的熔点与实验非常吻合,并确认碳位点空位可以增强岩石结构碳化物的熔点。具有N的固体溶液被验证为HFC的另一种新的,更有效的熔点增强方法,而不是建议将实体溶液与TA(例如HFTA4C5)的常规路由导致最大熔点。使用HFC0.638N0.271的组成可实现最高的熔点(〜4236 K),该组合物比HF-C二进制系统中的最高值高约80 K。 N添加的主导机制被认为是液相中不稳定的C-N和N-N键,它减少了液相熵并使液相稳定较低。通过添加N的氧化过程中改善的熔点和较少的气体产生,提供了新的路由,以修改高超音速车的热保护材料。

The interest in refractory materials is increasing rapidly in recent decades due to the development of hypersonic vehicles. However, which substance has the highest melting point keeps a secret, since precise measurements in extreme condition are overwhelmingly difficult. In the present work, an accurate deep potential model of Hf-Ta-C-N system was firstly trained, and then applied to search for the highest melting point material by using molecular dynamics simulation and Bayesian global optimization. The predicted melting points agree well with experiments, and confirm that the carbon site vacancy can enhance melting points of rock-salt structure carbides. Solid solution with N is verified as another new and more effective melting point enhancing approach for HfC, while the conventional routing of solid solution with Ta (e.g. HfTa4C5) is not suggested to result in a maximum melting point. The highest melting point (~ 4236 K) is achieved with composition of HfC0.638N0.271, which is ~ 80 K higher than the highest value in Hf-C binary system. The dominating mechanism of N addition is believed to be the instable C-N and N-N bonds in liquid phase, which reduces the liquid phase entropy and renders the liquid phase less stable. The improved melting point and fewer gas generation during oxidation by addition of N provides new routing to modify the thermal protection materials for hypersonic vehicles.

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