发现了具有等价图形神经网络的高度异构型介电晶体
1Department of Chemistry, Molecular Sciences Research Hub, White City Campus, Imperial College London, Wood Lane, London W12 0BZ, UK. a.ganose@imperial.ac.uk.
Faraday discussions
|September 20, 2024
概括
这项研究引入了一种AI模型来预测晶体介电张量,从而能够发现具有针对先进技术量身定制的异构性质的新材料.
科学领域:
- 材料科学 材料科学 材料科学
- 固态物理 固态物理
- 计算化学计算化学
背景情况:
- 晶体中的异质性对于热电,元材料和暗物质检测等应用至关重要.
- 现有的数据驱动方法主要预测尺度晶体的特性,忽视方向异构性.
- 预测全介电张量对于设计下一代功能性材料至关重要.
研究的目的:
- 开发一种能够预测晶体完全介电张力的AI模型.
- 利用等价图神经网络来准确预测异构性质的特性.
- 为了识别具有显著介电异性质的新型晶体材料.
主要方法:
- 利用等价图神经网络,一种最先进的AI方法.
- 在来自材料项目的大约6700个介电张力的数据集上训练了模型.
- 评估了模型在预测标量和完全介电张量的准确性.
主要成果:
- 在预测标量介电性质方面取得了最先进的准确性.
- 成功捕获了介电张力器的方向反应.
- 识别了具有同otropic连接性的晶体,但具有高度异otropic的介电张力.
结论:
- 开发的AI模型准确地预测了全介电张量,推进了材料的发现.
- 这项工作扩大了对介电晶体结构属性关系的理解.
- 这些发现为设计具有精确控制的异构性行为材料铺平了道路.
相关概念视频
Network Covalent Solids
12.9K
Network covalent solids contain a three-dimensional network of covalently bonded atoms as found in the crystal structures of nonmetals like diamond, graphite, silicon, and some covalent compounds, such as silicon dioxide (sand) and silicon carbide (carborundum, the abrasive on sandpaper). Many minerals have networks of covalent bonds.
To break or to melt a covalent network solid, covalent bonds must be broken. Because covalent bonds are relatively strong, covalent network solids are typically...
To break or to melt a covalent network solid, covalent bonds must be broken. Because covalent bonds are relatively strong, covalent network solids are typically...
12.9K
Dielectric Polarization in a Capacitor
5.5K
The presence of a dielectric medium in a capacitor not only changes the voltage and capacitance but also affects the electric field. In general, dielectrics can be of two types: polar and nonpolar. In a polar dielectric, the positive and negative charges in the molecules are separated by a distance and hence have a permanent dipole moment. In contrast, no such charge separation exists in a nonpolar dielectric, however the nonpolar molecules get polarized in the presence of an external electric...
5.5K
Gauss's Law in Dielectrics
5.8K
Consider a polar dielectric placed in an external field. In such a dielectric, opposite charges on adjacent dipoles neutralize each other, such that the net charge within the dielectric is zero. When a polar dielectric is inserted in between the capacitor plates, an electric field is generated due to the presence of net charges near the edge of the dielectric and the metal plates interface. Since the external electrical field merely aligns the dipoles, the dielectric as a whole is neutral. An...
5.8K
Susceptibility, Permittivity and Dielectric Constant
3.7K
When placed in an external electric field, a dielectric material gets polarized. The charge density in the dielectric material is given by the sum of the bound and free charge densities, while the total charge density can also be written in terms of the total electric field. The bound charge density can be measured in terms of polarization, leading to the relationship between electric displacement and polarization.
3.7K
Electrostatic Boundary Conditions in Dielectrics
2.1K
When an electric field passes from one homogeneous medium to another, crossing the boundary between the two mediums imparts a discontinuity in the electric field. This results in electrostatic boundary conditions that depend on the type of mediums the field propagates through.
Consider a case where both the mediums across a boundary are two different dielectric materials. Recall that the electric field and electric displacement are proportional and related through the material's permittivity....
Consider a case where both the mediums across a boundary are two different dielectric materials. Recall that the electric field and electric displacement are proportional and related through the material's permittivity....
2.1K
Neural Circuits
3.0K
Neural circuits and neuronal pools are two of the main structures found in the nervous system. Neural circuits are networks of neurons that work together to carry out a specific task or process. They consist of interconnected neurons and glial cells, which provide structural and metabolic support.
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
3.0K


