通过电子自由度来学习等同变量机器学习的远程相互作用
Moin Uddin Maruf1, Sungmin Kim2, Zeeshan Ahmad1
1Department of Mechanical Engineering, Texas Tech University, Lubbock, Texas 79409, United States.
The journal of physical chemistry letters
|August 26, 2025
概括
这项研究引入了一种新的机器学习原子间潜力 (MLIP),可以准确地模拟材料中的远程相互作用和电荷转移. 增强的MLIP可以改善复杂系统的预测,扩大计算材料科学的范围.
科学领域:
- 计算材料科学
- 机器学习
- 量子力学
背景情况:
- 机器学习的原子间潜力 (MLIP) 为量子力学模拟提供了有效的替代方案.
- 目前使用图形神经网络的MLIP因局部描述器而难以进行远程交互和电荷传输.
研究的目的:
- 开发一种新的等价MLIP,明确包含远程库伦相互作用.
- 提高电荷异质性系统的MLIP的准确性和效率.
主要方法:
- 通过处理电子自由度和全球电荷分布,结合了远程库伦相互作用.
- 使用基于预测的原子电子负值的电荷平衡方案.
- 开发了一个新的等价MLIP模型.
主要成果:
- 新的MLIP在能量和力预测方面优于现有的短程和远程MLIP.
- 与短距离模型 (6 Å) 相比,通过较小的切断半径 (4 Å) 实现了更高的精度.
- 在定期和非定期基准数据集上表现出卓越的表现.
结论:
- 开发的MLIP准确地模拟了具有远程相互作用和电荷异质性的系统.
- 这种进步扩大了MLIP在计算材料科学中的适用性.
- 为材料模拟提供了更高效,更准确的方法.
相关概念视频
¹H NMR: Long-Range Coupling
2.0K
The coupling interactions of nuclei across four or more bonds are usually weak, with J values less than 1 Hz. While these are usually not observed in spectra, the presence of multiple bonds along the coupling pathway can result in observable long-range coupling.
In alkenes, spin information is communicated via σ–π overlap, as seen in allylic (four-bond) and homoallylic (five-bond) couplings. These coupling interactions are stronger when the σ bond is parallel to the alkene...
In alkenes, spin information is communicated via σ–π overlap, as seen in allylic (four-bond) and homoallylic (five-bond) couplings. These coupling interactions are stronger when the σ bond is parallel to the alkene...
2.0K
Hybridization of Atomic Orbitals II
33.7K
sp3d and sp3d 2 Hybridization
33.7K
Van der Waals Interactions
66.4K
Atoms and molecules interact with each other through intermolecular forces. These electrostatic forces arise from attractive or repulsive interactions between particles with permanent, partial, or temporary charges. The intermolecular forces between neutral atoms and molecules are ion–dipole, dipole–dipole, and dispersion forces, collectively known as van der Waals forces.
66.4K
Hybridization of Atomic Orbitals I
48.9K
The mathematical expression known as the wave function, ψ, contains information about each orbital and the wavelike properties of electrons in an isolated atom. When atoms are bound together in a molecule, the wave functions combine to produce new mathematical descriptions that have different shapes. This process of combining the wave functions for atomic orbitals is called hybridization and is mathematically accomplished by the linear combination of atomic orbitals. The new orbitals that...
48.9K
Noncovalent Attractions in Biomolecules
18.5K
18.5K
Electronic Structure of Atoms
24.2K
An atom comprises protons and neutrons, which are contained inside the dense, central core called the nucleus, with electrons present around the nucleus. Taking into account the wave–particle duality of electrons and the uncertainty in position around the nucleus, quantum mechanics provides a more accurate model for the atomic structure. It describes atomic orbitals as the regions around the nucleus where electrons of discrete energy exist, characterized by four quantum...
24.2K


