机器学习辅助的Hartree-Fock方法用于中性Ytterbium原子的能量水平计算
Kaichen Ma1,2, Chen Yang3, Junyao Zhang1,2
1National Key Laboratory of Particle Transport and Separation Technology, Tianjin 300180, China.
Entropy (Basel, Switzerland)
|November 27, 2024
概括
机器学习模型加速了原子结构计算,克服了计算成本和准确性限制. 这种新方法使用增强的算法和Hartree-Fock理论准确预测Ytterbium I (Yb I) 激发状态.
科学领域:
- 原子物理 原子物理
- 计算化学的计算化学
- 机器学习 机器学习
背景情况:
- 计算原子系统在计算上是昂贵的,并且往往缺乏准确性.
- 现有的方法与复杂的多电子系统作斗争.
研究的目的:
- 开发用于原子结构计算的机器学习辅助工作流.
- 提高预测原子能水平的准确性和效率.
主要方法:
- 开发了一种整合机器学习与Cowan代码的Hartree-Fock与相对论修正 (HFR) 理论的通用工作流.
- 采用了增强的ElasticNet和XGBoost算法,通过权方法来优化.
- 应用了半经验框架来计算伊特I (Yb I) 的兴奋状态能量水平.
主要成果:
- 成功计算和分析了 Yb I. 的兴奋状态能量水平.
- 在各种条件下证明了不同机器学习算法的适用性.
- 通过与初始计算,实验数据和其他理论结果进行比较来验证方法.
结论:
- 拟议的机器学习辅助工作流提供了对原子结构计算的可靠和有利的替代方案.
- 这种方法有效地解决了复杂原子系统的计算成本和精度方面的挑战.
- 这项研究为机器学习在原子物理学中的实际应用提供了宝贵的见解.
相关概念视频
The Bohr Model
51.2K
Following the work of Ernest Rutherford and his colleagues in the early twentieth century, the picture of atoms consisting of tiny dense nuclei surrounded by lighter and even tinier electrons continually moving about the nucleus was well established. This picture was called the planetary model since it pictured the atom as a miniature “solar system” with the electrons orbiting the nucleus like planets orbiting the sun. The simplest atom is hydrogen, consisting of a single proton as...
51.2K
Electronic Structure of Atoms
21.0K
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...
21.0K
The Energies of Atomic Orbitals
23.8K
In an atom, the negatively charged electrons are attracted to the positively charged nucleus. In a multielectron atom, electron-electron repulsions are also observed. The attractive and repulsive forces are dependent on the distance between the particles, as well as the sign and magnitude of the charges on the individual particles. When the charges on the particles are opposite, they attract each other. If both particles have the same charge, they repel each other.
23.8K
Hybridization of Atomic Orbitals I
46.5K
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...
46.5K
Hybridization of Atomic Orbitals II
31.8K
sp3d and sp3d 2 Hybridization
31.8K
Atomic Orbitals
33.2K
An atomic orbital represents the three-dimensional regions in an atom where an electron has the highest probability to reside. The radial distribution function indicates the total probability of finding an electron within the thin shell at a distance r from the nucleus. The atomic orbitals have distinct shapes which are determined by l, the angular momentum quantum number. The orbitals are often drawn with a boundary surface, enclosing densest regions of the cloud.
33.2K


