一个准确的两体相互作用模型,用于描述二元合金的结构能量关系
1Frontier Institute of Science and Technology, and Interdisciplinary Research Center of Frontier Science and Technology, Xi'an Jiaotong University, Xi'an, Shaanxi 712046, China.
Journal of chemical theory and computation
|October 28, 2025
概括
一个新的两体相互作用模型 (2M-kNN) 准确地预测合金结构和能量. 该工具通过将原子排列与其稳定性联系起来,有助于理解复杂的合金特性,其性能优于现有的方法.
科学领域:
- 材料科学 材料科学 材料科学
- 计算材料科学科学 计算材料科学
- 合金物理 合金物理
背景情况:
- 合金属性是由原子结构决定的,但系统研究受到缺乏高效的预测工具的阻碍.
- 了解结构-属性关系对于设计新材料至关重要.
研究的目的:
- 为二元过渡金属合金中结构能量关系开发定量模型.
- 为预测合金配置稳定性提供准确有效的方法.
主要方法:
- 使用第一原理密度函数理论 (DFT) 计算开发了一种两体相互作用模型 (2M-kNN).
- 从特定合金配置的DFT能量中提取的相互作用参数.
- 对机器学习潜力和集群扩展方法验证了模型.
主要成果:
- 2M-kNN模型准确地预测了57个体中心立方体 (bcc) 和面中心立方体 (fcc) 二元过渡金属合金中的配置的相对稳定性.
- 该模型的准确性与二元合金的现有方法相比或更高.
- 与蒙特卡洛模拟的集成可在各种温度下提供短程订单模式.
结论:
- 2M-kNN模型为理解合金结构与能量关系提供了一种物理上有意义和准确的方法.
- 该模型的能量外推机制允许对任何超级细胞配置进行DFT级准确的总能量预测.
- 该框架显示了扩展到多组件合金的潜力.
相关概念视频
Metallic Solids
20.5K
Metallic solids such as crystals of copper, aluminum, and iron are formed by metal atoms. The structure of metallic crystals is often described as a uniform distribution of atomic nuclei within a “sea” of delocalized electrons. The atoms within such a metallic solid are held together by a unique force known as metallic bonding that gives rise to many useful and varied bulk properties.
All metallic solids exhibit high thermal and electrical conductivity, metallic luster, and malleability....
All metallic solids exhibit high thermal and electrical conductivity, metallic luster, and malleability....
20.5K
Molecular Models
43.5K
Physical models representing molecular architectures of chemical compounds play essential roles in understanding chemistry. The use of molecular models makes it easier to visualize the structures and shapes of atoms and molecules.
43.5K
Crystal Field Theory - Octahedral Complexes
30.6K
Crystal Field Theory
To explain the observed behavior of transition metal complexes (such as colors), a model involving electrostatic interactions between the electrons from the ligands and the electrons in the unhybridized d orbitals of the central metal atom has been developed. This electrostatic model is crystal field theory (CFT). It helps to understand, interpret, and predict the colors, magnetic behavior, and some structures of coordination compounds of transition metals.
CFT focuses on...
To explain the observed behavior of transition metal complexes (such as colors), a model involving electrostatic interactions between the electrons from the ligands and the electrons in the unhybridized d orbitals of the central metal atom has been developed. This electrostatic model is crystal field theory (CFT). It helps to understand, interpret, and predict the colors, magnetic behavior, and some structures of coordination compounds of transition metals.
CFT focuses on...
30.6K
Reduced Mass Coordinates: Isolated Two-body Problem
2.3K
In classical mechanics, the two-body problem is one of the fundamental problems describing the motion of two interacting bodies under gravity or any other central force. When considering the motion of two bodies, one of the most important concepts is the reduced mass coordinates, a quantity that allows the two-body problem to be solved like a single-body problem. In these circumstances, it is assumed that a single body with reduced mass revolves around another body fixed in a position with an...
2.3K
Crystal Field Theory - Tetrahedral and Square Planar Complexes
48.1K
Tetrahedral Complexes
Crystal field theory (CFT) is applicable to molecules in geometries other than octahedral. In octahedral complexes, the lobes of the dx2−y2 and dz2 orbitals point directly at the ligands. For tetrahedral complexes, the d orbitals remain in place, but with only four ligands located between the axes. None of the orbitals points directly at the tetrahedral ligands. However, the dx2−y2 and dz2 orbitals (along the Cartesian axes) overlap with the ligands less than the dxy,...
Crystal field theory (CFT) is applicable to molecules in geometries other than octahedral. In octahedral complexes, the lobes of the dx2−y2 and dz2 orbitals point directly at the ligands. For tetrahedral complexes, the d orbitals remain in place, but with only four ligands located between the axes. None of the orbitals points directly at the tetrahedral ligands. However, the dx2−y2 and dz2 orbitals (along the Cartesian axes) overlap with the ligands less than the dxy,...
48.1K
Bonding in Metals
51.8K
Metallic bonds are formed between two metal atoms. A simplified model to describe metallic bonding has been developed by Paul Drüde called the “Electron Sea Model”.
51.8K


