基于变压器的神经网络的量子状态方法用于真实固体的电子带结构
Lizhong Fu1, Yangjun Wu1, Honghui Shang1
1Key Laboratory of Precision and Intelligent Chemistry, University of Science and Technology of China, Hefei, Anhui 230026, China.
Journal of chemical theory and computation
|July 8, 2024
概括
QiankunNet-Solid引入了神经网络量子状态的周期性边界条件,用于准确的固体材料计算. 这种方法实现了高精度,与既定技术相比,即使对于强烈相关的系统.
科学领域:
- 计算物理学的计算物理.
- 量子化学是一种量子化学.
- 材料科学是一种材料科学.
背景情况:
- 神经网络显示出对电子相关性问题的前景.
- 现有的方法在固体中与周期性边界条件作斗争.
研究的目的:
- 为固体材料开发一个神经网络量子状态 (NNQS) 方法.
- 为了使周期系的初始计算能够准确.
主要方法:
- 拟议的QiankunNet-Solid,将定期边界条件集成到NNQS中.
- 使用了生成式变压器架构和批量自回归采样 (BAS).
主要成果:
- 在1D,2D和3D周期系统中证明了准确性.
- 取得的结果与完全配置交互和合集群方法相提并论.
- 计算了的带结构和状态密度.
结论:
- QiankunNet-Solid有效地处理NNQS中的周期性边界条件.
- 允许对固体进行准确和高效的电子结构研究.
相关概念视频
Energy Bands in Solids
820
Isolated atoms have discrete energy levels that are well described by the Bohr model. And, it quantifies the energy of an electron in a hydrogen atom as En. Higher quantum numbers 'n' yield less negative, closer electron energy levels.
Band Formation:
When atoms are brought close together, as in a solid, these discrete energy levels begin to split due to the overlap of electron orbitals from adjacent atoms. This split occurs because of the Pauli exclusion principle, which states...
Band Formation:
When atoms are brought close together, as in a solid, these discrete energy levels begin to split due to the overlap of electron orbitals from adjacent atoms. This split occurs because of the Pauli exclusion principle, which states...
820
The Quantum-Mechanical Model of an Atom
42.2K
Shortly after de Broglie published his ideas that the electron in a hydrogen atom could be better thought of as being a circular standing wave instead of a particle moving in quantized circular orbits, Erwin Schrödinger extended de Broglie’s work by deriving what is now known as the Schrödinger equation. When Schrödinger applied his equation to hydrogen-like atoms, he was able to reproduce Bohr’s expression for the energy and, thus, the Rydberg formula governing hydrogen spectra.
42.2K
Band Theory
15.1K
When two or more atoms come together to form a molecule, their atomic orbitals combine and molecular orbitals of distinct energies result. In a solid, there are a large number of atoms, and therefore a large number of atomic orbitals that may be combined into molecular orbitals. These groups of molecular orbitals are so closely placed together to form continuous regions of energies, known as the bands.
The energy difference between these bands is known as the band gap.
Conductor, Semiconductor,...
The energy difference between these bands is known as the band gap.
Conductor, Semiconductor,...
15.1K
Electronic Structure of Atoms
21.3K
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...
21.3K
Quantum Numbers
34.6K
It is said that the energy of an electron in an atom is quantized; that is, it can be equal only to certain specific values and can jump from one energy level to another but not transition smoothly or stay between these levels.
34.6K
Atomic Nuclei: Nuclear Spin State Overview
921
NMR-active nuclei have energy levels called 'spin states' that are associated with the orientations of their nuclear magnetic moments. In the absence of a magnetic field, the nuclear magnetic moments are randomly oriented, and the spin states are degenerate. When an external magnetic field is applied, the spin states have only 2 + 1 orientations available to them. A proton with = ½ has two available orientations. Similarly, for a quadrupolar nucleus with a nuclear spin value of...
921


