阶段图和全球结构搜索石使用机器学习潜力
Ziyang Yang1, Yijie Zhu1, Jiuyang Shi1
1National Laboratory of Solid State Microstructures, School of Physics and Collaborative Innovation Center of Advanced Microstructures, Nanjing University, Nanjing 210093, China.
The Journal of chemical physics
|March 16, 2026
概括
研究人员开发了一种机器学习对 (Bi) 的潜力,以准确模拟其高压相. 这项研究揭示了一个新的Bi阶段,改善了我们对其在极端条件下的复杂行为的理解.
科学领域:
- 材料科学 材料科学 材料科学
- 凝聚物质物理学 凝聚物质物理学
- 计算化学的计算化学
背景情况:
- (Bi) 呈现出独特的高压相位行为,对于技术应用和基础研究至关重要.
- 在极端条件下的Bi的相变的准确建模仍然是一个重大挑战.
研究的目的:
- 开发一种高度精确的机器学习潜力,用于模拟斯木的相位行为.
- 系统地探索在高压和高温条件下木的相位图.
主要方法:
- 开发一个神经等价潜力机器学习潜力为Bi.
- 与MAGUS晶体结构搜索和GPUMD分子动力学模拟的集成.
- 完善的采样技术,用于全面的阶段勘探.
主要成果:
- 计算的固体-固体相极限和高达4GPa的固体-液体共存线与实验数据一致.
- 预测一个新的,动态稳定的Bi相 (P42/mnm对称) 约2GPa.
- 这一新阶段在能源上与线附近已知的C2 / m阶段具有竞争力.
结论:
- 开发的机器学习潜力为模拟Bi.提供了接近第一原则的准确性.
- 这项研究增强了对比斯穆特高压行为的理解,并预测了新的相位过渡.
更多相关视频
12:02Determination of Thermodynamic Properties of Alkaline Earth-liquid Metal Alloys Using the Electromotive Force Technique
Published on: November 3, 2017
13.8K
10:42Combining Solid-state and Solution-based Techniques: Synthesis and Reactivity of ChalcogenidoplumbatesII or IV
Published on: December 29, 2016
11.2K
相关概念视频
Solid–Solid Solutions
57
The temperature-composition phase diagram of two solids, A and B, which are immiscible in the solid phase but form miscible liquids, shows that when the temperature is low, these two exist as separate, pure solids (A and B). As the temperature increases, they transition into a single-phase liquid solution where A and B coexist. Moving from point a1 to a2 in the phase diagram, the composition changes such that solid B begins to separate from the solution, enriching the remaining liquid with A.
57
Phase Diagrams of Ternary Systems
45
Consider a ternary system, which is composed of three components: water (W), ethanoic acid (E), and trichloromethane (T). Here, Ethanoic acid (E) is fully miscible with both water (W) and trichloromethane (T), meaning it can mix entirely with either of them. However, water and trichloromethane have partial miscibility, meaning they can only mix to a certain extent, beyond which two separate phases will form.The phase diagram of a ternary system is represented as an equilateral triangle, where...
45
Phase Diagram
59
A phase diagram is a graphical representation of the physical states of a substance under different conditions of temperature and pressure. It shows the boundaries between solid, liquid, and gas phases and the conditions at which these phases coexist in equilibrium. An area in a phase diagram represents a single phase, whereas lines or phase boundaries represent the equilibrium between two phases.In the phase diagram of water, the boundary line between the solid and liquid states illustrates...
59
Phase Diagram
7.2K
The phase of a given substance depends on the pressure and temperature. Thus, plots of pressure versus temperature showing the phase in each region provide considerable insights into the thermal properties of substances. Such plots are known as phase diagrams. For instance, in the phase diagram for water (Figure 1), the solid curve boundaries between the phases indicate phase transitions (i.e., temperatures and pressures at which the phases coexist).
7.2K
Phase Diagrams
51.3K
A phase diagram combines plots of pressure versus temperature for the liquid-gas, solid-liquid, and solid-gas phase-transition equilibria of a substance. These diagrams indicate the physical states that exist under specific conditions of pressure and temperature and also provide the pressure dependence of the phase-transition temperatures (melting points, sublimation points, boiling points). Regions or areas labeled solid, liquid, and gas represent single phases, while lines or curves represent...
51.3K
Valence Bond Theory
11.5K
Coordination compounds and complexes exhibit different colors, geometries, and magnetic behavior, depending on the metal atom/ion and ligands from which they are composed. In an attempt to explain the bonding and structure of coordination complexes, Linus Pauling proposed the valence bond theory, or VBT, using the concepts of hybridization and the overlapping of the atomic orbitals. According to VBT, the central metal atom or ion (Lewis acid) hybridizes to provide empty orbitals of suitable...
11.5K
