释放潜力:预测有机分子的还氧化行为,从线性拟合到神经网络
Rostislav Fedorov1,2, Ganna Gryn'ova1,2
1Heidelberg Institute for Theoretical Studies (HITS gGmbH), 69118 Heidelberg, Germany.
Journal of chemical theory and computation
|July 18, 2023
概括
本综述涵盖了用于预测有机分子中氧化还原潜力的计算方法. 它探讨机器学习和in silico技术,以加速为电池和太阳能电池开发新材料的发现.
科学领域:
- 有机化学 有机化学
- 计算化学的计算化学
- 材料科学 材料科学 材料科学
背景情况:
- 氧化还原活性有机分子在生物学,合成和电池和太阳能电池等电子设备中至关重要.
- 由于巨大的化学空间,对这些分子的有效选至关重要.
- 预测还原和氧化潜力是材料选择的关键.
研究的目的:
- 审查用于预测有机分子的氧化还原潜力的现代in silico技术.
- 将传统的计算方法与先进的机器学习方法进行比较.
- 为开发选平台和设计新型氧化还原活性分子提供资源.
主要方法:
- 讨论超越第一原则计算和热力学循环的形技术.
- 对线性匹配,回归和神经网络机器学习算法的检查.
- 描述符的分析,包括分子组成,几何和电子结构.
主要成果:
- 机器学习和先进的计算方法为传统计算提供了高效的替代方案.
- 在预测准确性方面,探索了ab initio数据和机器学习之间的相互作用.
- 确定了可用于氧化还原活性有机分子的可用数据集.
结论:
- 在形方法,特别是机器学习,可以显著加快选和设计的氧化还原活性有机分子.
- 机器学习纠正的第一原则数据和深度学习架构之间的选择取决于具体的应用需求.
- 促进数据可访问性对于推动该领域的发展至关重要.
更多相关视频
06:50O-cresol Concentration Online Measurement Based On Near Infrared Spectroscopy Via Partial Least Square Regression
Published on: November 8, 2019
6.6K
10:25Construction of Models for Nondestructive Prediction of Ingredient Contents in Blueberries by Near-infrared Spectroscopy Based on HPLC Measurements
Published on: June 28, 2016
10.7K
相关概念视频
Redox Titration: Overview
3.1K
Redox titration is a chemical analysis technique used to determine the concentration of an unknown substance by measuring the electron transfer in a redox (reduction-oxidation) reaction. The process involves gradually adding a titrant with a known concentration of an oxidizing or reducing agent, to the analyte, the solution with an unknown concentration, until reaching the endpoint, which indicates the completion of the reaction between the two substances. Ensuring the analyte is in a single...
3.1K
Oxidation and Reduction of Organic Molecules
6.7K
Energy production within a cell involves many coordinated chemical pathways. Most of these pathways are combinations of oxidation and reduction reactions, which occur at the same time. An oxidation reaction strips an electron from an atom in a compound, and the addition of this electron to another compound is a reduction reaction. Because oxidation and reduction usually occur together, these pairs of reactions are called redox reactions.
The removal of an electron from a molecule, results in a...
The removal of an electron from a molecule, results in a...
6.7K
Ladder Diagrams: Redox Equilibria
483
Ladder diagrams are useful tools for understanding redox equilibrium reactions, especially the effects of concentration changes on the electrochemical potential of the reaction. The vertical axis in the redox ladder diagrams represents the electrochemical potential, E. The area of predominance is demarcated using the Nernst equation.
Consider the Fe3+/Fe2+ half-reaction, which has a standard-state potential of +0.771 V. At potentials more positive than +0.771 V, Fe3+ predominates, whereas Fe2+...
Consider the Fe3+/Fe2+ half-reaction, which has a standard-state potential of +0.771 V. At potentials more positive than +0.771 V, Fe3+ predominates, whereas Fe2+...
483
Redox Equilibria: Overview
591
A reduction-oxidation reaction is commonly called a redox reaction. In a redox reaction, electrons are transferred from one species to another rather than being shared between or among atoms. The reducing agent or reductant is the species that loses electrons and gets oxidized in the process. The species that gains electrons and gets reduced in the process is the oxidizing agent or oxidant. Redox reactions are represented as two separate equations called half-reactions, where one equation...
591
Redox Titration: Other Oxidizing and Reducing Agents
337
Besides iodine, other oxidizing or reducing agents can serve as titrants in redox titrations. Common oxidizing titrants include KMnO4, cerium(IV), and K2Cr2O7. The choice of oxidizing titrants depends on factors like stability, cost, analyte strength, and reaction rate between the analyte and titrant. KMnO4 is a strong oxidizing titrant that reduces from Mn(VII) to Mn(II) in a highly acidic solution, simultaneously oxidizing the analyte to a higher oxidation state. In this case, KMnO4 acts as a...
337
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
