晶体结构预测和铜氧化合物的性能计算使用创新的搜索软件从第一原则
Jinrong Huo1,2, Kai Zhang1,2, Pengfei Liu1,2
1School of Sciences, Xi'an Technological University, Xi'an, Shaanxi 710021, China.
Physical chemistry chemical physics : PCCP
|September 9, 2024
概括
本研究引入了一种深度学习算法,用于预测氧化铜晶体结构,识别具有优良机械和半导体性能的新材料,用于工业用途.
科学领域:
- 材料科学 材料科学 材料科学
- 计算化学计算化学
- 固态物理 固态物理
背景情况:
- 预测新材料的晶体结构对于发现新应用至关重要.
- 氧化铜是具有多种工业用途的重要材料.
研究的目的:
- 使用一种新的深度学习算法预测Cu (I) 和Cu (II) 氧化物的晶体结构.
- 分析预测的氧化铜材料的稳定性,机械性能和电子带结构.
主要方法:
- 使用贝叶斯优化算法深度学习晶体结构预测软件 (CBD-GM).
- 使用密度函数理论 (DFT) 与 PBE 和 HSE 混合函数来进行结构优化和属性计算.
- 使用"应力-应变"方法计算弹性常数以确定机械性质.
主要成果:
- 成功预测了两个已知的和五个新的2D和3D氧化铜结构.
- DFT的计算证实了所有九个结构的热力学和动态稳定性.
- 分析显示了优秀的柔性机械性能和半导体行为,对某些材料有有用的带隙.
结论:
- 开发的CBD-GM算法有效地预测了稳定且可能有用的氧化铜晶体结构.
- 预测的材料表现出有前途的机械和电子性能,表明工业应用的潜力.
- 这项工作为合成和探索新的氧化铜材料提供了基础.
相关概念视频
Crystal Field Theory - Octahedral Complexes
26.2K
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...
26.2K
Crystal Field Theory - Tetrahedral and Square Planar Complexes
41.7K
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,...
41.7K
Metallic Solids
18.3K
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....
18.3K
Protein and Protein Structure
79.1K
Proteins are one of the most abundant organic molecules in living systems and have the most diverse range of functions of all macromolecules. Proteins may be structural, regulatory, contractile, or protective. They may serve in transport, storage, or membranes; or they may be toxins or enzymes. Their structures, like their functions, vary greatly. They are all, however, amino acid polymers arranged in a linear sequence.
A protein's shape is critical to its function. For example, an enzyme...
A protein's shape is critical to its function. For example, an enzyme...
79.1K
Predicting Molecular Geometry
34.1K
VSEPR Theory for Determination of Electron Pair Geometries
34.1K
Metal-Ligand Bonds
20.6K
The hemoglobin in the blood, the chlorophyll in green plants, vitamin B-12, and the catalyst used in the manufacture of polyethylene all contain coordination compounds. Ions of the metals, especially the transition metals, are likely to form complexes.
In these complexes, transition metals form coordinate covalent bonds, a kind of Lewis acid-base interaction in which both of the electrons in the bond are contributed by a donor (Lewis base) to an electron acceptor (Lewis acid). The Lewis acid in...
In these complexes, transition metals form coordinate covalent bonds, a kind of Lewis acid-base interaction in which both of the electrons in the bond are contributed by a donor (Lewis base) to an electron acceptor (Lewis acid). The Lewis acid in...
20.6K


