使用深度学习设计具有所需组成的新无机晶体
Seunghee Han1, Jaewan Lee2, Sehui Han2
1Department of Chemical and Biomolecular Engineering, Korea Advanced Institute of Science and Technology, Daejeon 34141, Republic of Korea.
Journal of chemical information and modeling
|September 8, 2023
概括
一个新的机器学习模型产生了具有特定成分的新型无机晶体结构. 这种方法发现了稳定的新材料,在形成能量计算中表现优于传统方法.
科学领域:
- 材料科学 材料科学 材料科学
- 计算化学的计算化学
- 机器学习 机器学习
背景情况:
- 发现新的固态材料对于技术进步至关重要.
- 生成模型,特别是深度学习,对晶体结构预测有希望.
- 现有的模型经常与特定的元素组成扎,或生成随机结构.
研究的目的:
- 开发一种机器学习模型,能够生成具有所需组成的晶体结构.
- 探索晶体扩散变异自编码器在新材料发现方面的潜力.
- 为了产生和验证新的稳定的无机材料.
主要方法:
- 开发了一个晶体扩散变异自编码器,用于生成具有目标组成的结构.
- 在三种材料类型中生成了14种组成的晶体结构.
- 使用密度函数理论 (DFT) 计算用于结构稳定和能量验证.
- 将形成能量与传统的原子替代和其他生成模型进行比较.
主要成果:
- 成功生成了14种组合的晶体结构,其中8种是新的.
- 在现有数据库中确定了14种组成中的13种最稳定的结构.
- 产生了205种独特的新型晶体材料,其体外能量<100 meV/原子.
- 对于大多数组合物来说,与传统方法相比,实现了较低的形成能量.
结论:
- 开发的模型有效地产生了具有特定成分的稳定无机材料.
- 这种方法显示出设计各种新材料的巨大潜力.
- 该方法显示出在各种科学和工业领域稳定应用的希望.
相关概念视频
Crystal Growth: Principles of Crystallization
2.1K
Crystallization is a phase transformation process in which crystals are precipitated from a supersaturated solution or formed from other sources. During crystallization, atoms or molecules arrange themselves into a well-defined, rigid crystal lattice to minimize energy.
Initiating crystallization involves manipulating the concentration of the solute and the temperature of the solution. Since crystal growth occurs when the ratio of concentration and solubility of the solute in the solvent...
Initiating crystallization involves manipulating the concentration of the solute and the temperature of the solution. Since crystal growth occurs when the ratio of concentration and solubility of the solute in the solvent...
2.1K
Recrystallization: Solid–Solution Equilibria
1.1K
Recrystallization is a purification technique used to separate impurities from solid compounds. In this technique, no chemical reactions occur. Instead, it exploits physical properties only, specifically, the solubility differences between the desired compound and impurities, either at a single temperature or at different temperatures, and under other selected conditions. The solid-solution equilibrium (solubility equilibrium) of each component in the solution represents a binary phase...
1.1K
Ionic Crystal Structures
14.4K
Ionic crystals consist of two or more different kinds of ions that usually have different sizes. The packing of these ions into a crystal structure is more complex than the packing of metal atoms that are the same size.
Most monatomic ions behave as charged spheres, and their attraction for ions of opposite charge is the same in every direction. Consequently, stable structures for ionic compounds result (1) when ions of one charge are surrounded by as many ions as possible of the opposite...
Most monatomic ions behave as charged spheres, and their attraction for ions of opposite charge is the same in every direction. Consequently, stable structures for ionic compounds result (1) when ions of one charge are surrounded by as many ions as possible of the opposite...
14.4K
Crystal Field Theory - Octahedral Complexes
26.7K
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...
26.7K
Structures of Solids
14.3K
Solids in which the atoms, ions, or molecules are arranged in a definite repeating pattern are known as crystalline solids. Metals and ionic compounds typically form ordered, crystalline solids. A crystalline solid has a precise melting temperature because each atom or molecule of the same type is held in place with the same forces or energy. Amorphous solids or non-crystalline solids (or, sometimes, glasses) which lack an ordered internal structure and are randomly arranged. Substances that...
14.3K


