机器学习在材料合成和属性预测中的应用
Guannan Huang1, Yani Guo1, Ye Chen1
1School of Mechanical and Power Engineering, Nanjing Tech University, Nanjing 211816, China.
Materials (Basel, Switzerland)
|September 9, 2023
概括
机器学习通过降低成本和时间来加速材料发现. 这种方法增强了在各种科学领域的新材料选和属性预测.
科学领域:
- 材料科学 材料科学 材料科学
- 计算科学 计算科学
背景情况:
- 传统的材料发现方法耗时且资源密集.
- 需要在材料创新的加速方法.
- 机器学习 (ML) 为高效的材料探索提供了一个有希望的替代方案.
研究的目的:
- 审查ML在材料科学中的原则和应用.
- 讨论ML在预测材料特性和指导合成中的作用.
- 为材料创新的ML提供未来前景.
主要方法:
- 机器学习的基本原则概述.
- 介绍常用的ML算法及其应用.
- 讨论材料科学ML的研究进展.
主要成果:
- 机器学习显著降低了计算成本和开发时间.
- ML提高了材料属性预测和选的准确性.
- 机器学习越来越多地应用于各种材料研究领域,如超导和催化.
结论:
- 机器学习是一种加速材料创新的变革性方法.
- ML促进了新材料的高效选和属性预测.
- 机器学习的整合对于材料科学的未来进步至关重要.
相关概念视频
Predicting Reaction Outcomes
8.5K
Kinetics describes the rate and path by which a reaction occurs. In contrast, thermodynamics deals with state functions and describes the properties, behavior, and components of a system. It is not concerned with the path taken by the process and cannot address the rate at which a reaction occurs. Although it does provide information about what can happen during a reaction process, it does not describe the detailed steps of what appears on an atomic or a molecular level. On the other hand,...
8.5K
Predicting Molecular Geometry
34.4K
VSEPR Theory for Determination of Electron Pair Geometries
34.4K
Predicting Products: Substitution vs. Elimination
11.8K
When a nucleophile and an alkyl halide react, nucleophilic substitution and β-elimination reactions compete to generate products.
The following factors can influence the mechanisms competing against each other:
The following factors can influence the mechanisms competing against each other:
11.8K
Synthetic Biology
4.8K
Synthetic biology is an interdisciplinary science that involves using principles from disciplines such as engineering, molecular biology, cell biology, and systems biology. It involves remodeling existing organisms from nature or constructing completely new synthetic organisms for applications such as protein or enzyme production, bioremediation, value-added macromolecule production, and the addition of desirable traits to crops, to name a few.
Golden rice
Golden rice is a genetically modified...
Golden rice
Golden rice is a genetically modified...
4.8K
Predicting Products: SN1 vs. SN2
13.5K
Nucleophilic substitution reactions of alkyl halides can proceed via an SN1 or an SN2 mechanism. While in SN2 reactions, the nucleophile attacks the substrate simultaneously as the leaving group departs, in SN1 reactions, the substrate first dissociates to give the carbocation intermediate. Various factors such as the structure of the substrate, the strength of the nucleophile, and the nature of the solvent promote one mechanism over the other.
With increased substitution on the alkyl halide,...
With increased substitution on the alkyl halide,...
13.5K
Polymer Classification: Architecture
2.8K
Polymers are classified as linear or branched on the basis of their chain architecture. The polymer chains in linear polymers have a long chain-like structure with minimal to no branching at all. Even if a polymer features large substituent groups on the monomer, which appear as branches to the skeleton, it is not considered a branched polymer. A branched polymer contains secondary polymer chains that arise from the main polymer chain. The branching occurs when the polymer growth shifts from...
2.8K


