水的电子结构的深度学习框架:走向通用模型
Xinyuan Liang1,2, Renxi Liu1,2, Mohan Chen1,2,3
1Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 90871, P. R. China.
Journal of chemical theory and computation
|June 30, 2025
概括
我们开发了DeePKS-ES,这是一种机器学习方法,可以高效地准确地模拟水的电子结构. 这种方法将量子精度与可扩展计算相结合,用于各种水系统应用.
科学领域:
- 计算化学是一种计算化学.
- 材料科学是一种材料科学.
- 量子力学就是量子力学.
背景情况:
- 精确的电子结构建模水是计算上昂贵的.
- 现有的方法在准确性和效率之间进行了权衡.
研究的目的:
- 开发一种高效准确的机器学习方法来建模水的电子结构.
- 克服传统计算方法的局限性.
主要方法:
- 引入了一种增强的深度Kohn-Sham (DeePKS) 方法,称为DeePKS-ES.
- 将哈密尔顿矩阵,自值和自向量纳入损失函数中.
- 训练了水系统的通用模型,使用通用梯度近似 (PBE) 计算来复制混合功能 (HSE06) 属性.
主要成果:
- 从低成本计算中,DeePKS-ES准确地复制了高水平的电子属性.
- 该方法可靠地预测带间隙,状态密度,总能量和原子力.
- 在分子和液相模拟中得到验证.
结论:
- DeePKS-ES为水的电子结构建模提供了一个可扩展和准确的解决方案.
- 这一进步使得在催化,气候科学和能源储存中精确建模水系统成为可能.
- 这项工作将量子力学准确性与计算可扩展性融合在一起.
更多相关视频
相关概念视频
Electronic Structure of Atoms
24.5K
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...
24.5K
Molecular Models
40.7K
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.
40.7K
Predicting Molecular Geometry
36.2K
VSEPR Theory for Determination of Electron Pair Geometries
36.2K
Van der Waals Equation
4.6K
The ideal gas law is an approximation that works well at high temperatures and low pressures. The van der Waals equation of state (named after the Dutch physicist Johannes van der Waals, 1837−1923) improves it by considering two factors.
First, the attractive forces between molecules, which are stronger at higher densities and reduce the pressure, are considered by adding to the pressure a term equal to the square of the molar density multiplied by a positive coefficient a. Second, the volume...
First, the attractive forces between molecules, which are stronger at higher densities and reduce the pressure, are considered by adding to the pressure a term equal to the square of the molar density multiplied by a positive coefficient a. Second, the volume...
4.6K
Molecular Comparison of Gases, Liquids, and Solids
43.9K
Particles in a solid are tightly packed together (fixed shape) and often arranged in a regular pattern; in a liquid, they are close together with no regular arrangement (no fixed shape); in a gas, they are far apart with no regular arrangement (no fixed shape). Particles in a solid vibrate about fixed positions (cannot flow) and do not generally move in relation to one another; in a liquid, they move past each other (can flow) but remain in essentially constant contact; in a gas, they move...
43.9K
States of Water
53.8K
Water exists in any one of the three classical states: solid (ice), liquid (water), and gas (steam or water vapor). The state of water depends on i) the intermolecular forces that draw molecules together and ii) the kinetic energy that leads to movements that pull them apart.
Water freezes when the intermolecular forces are greater than the kinetic energy. Unlike most other substances, water is less dense in its solid state than in its liquid state. This is because each water molecule can form...
Water freezes when the intermolecular forces are greater than the kinetic energy. Unlike most other substances, water is less dense in its solid state than in its liquid state. This is because each water molecule can form...
53.8K


