通过机器学习加速化学空间生成高摩拉灭绝有机敏感剂
Sadaf Noreen1, Mamduh J Aljaafreh2
1Department of Chemistry, University of Gujrat, Gujrat, 50700, Punjab, Pakistan. sadafnoreen234@gmail.com.
Journal of fluorescence
|September 17, 2025
概括
机器学习模型准确地预测有机感应剂极灭绝系数 (ε). 确定了SdsCH和SlogP_VSA8等关键描述符,指导新型高ε化合物的合成,具有良好的合成可访问性.
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
- 有机化学 有机化学
背景情况:
- 高摩尔灭绝系数 (ε) 对于用于吸光应用的有机敏感剂至关重要.
- 探索这些化合物的广化学空间是具有挑战性和耗时的.
研究的目的:
- 通过机器学习加速发现具有高摩尔灭绝系数的有机敏感剂.
- 为了确定影响摩尔灭绝系数的关键分子描述因素.
主要方法:
- 通过使用电子,拓和分子描述器分析了676个有机染色体的数据集.
- 评估了10个机器学习模型,用于预测摩尔灭绝系数 (ε).
- 使用Shapley特征的重要性来识别显著的描述因素,并使用回合成分析来设计新的结构.
主要成果:
- 梯度提升,随机森林,额外树木和历史梯度提升模型显示出良好的预测性能 (R2 ≈ 0.70).
- 二次碳密度 (SdsCH) 和SlogP_VSA8的子图被确定为具有影响力的描述符.
- 提出了3288个具有潜在高ε的新型结构,合成可访问性 (SA) 计算指导了未来的实验合成.
结论:
- 机器学习有效地预测有机感应剂的摩尔灭绝系数.
- 特定的分子描述符显著影响 ε,使得有针对性的设计.
- 确定了具有高 ε 潜力的新型合成可访问的有机敏感剂,为实验验证铺平了道路.
相关概念视频
Cycloaddition Reactions: MO Requirements for Photochemical Activation
2.6K
Some cycloaddition reactions are activated by heat, while others are initiated by light. For example, a [2 + 2] cycloaddition between two ethylene molecules occurs only in the presence of light. It is photochemically allowed but thermally forbidden.
2.6K
Photochemical Electrocyclic Reactions: Stereochemistry
2.2K
The absorption of UV–visible light by conjugated systems causes the promotion of an electron from the ground state to the excited state. Consequently, photochemical electrocyclic reactions proceed via the excited-state HOMO rather than the ground-state HOMO. Since the ground- and excited-state HOMOs have different symmetries, the stereochemical outcome of electrocyclic reactions depends on the mode of activation; i.e., thermal or photochemical.
Selection Rules: Photochemical Activation
Selection Rules: Photochemical Activation
2.2K
Polymer Classification: Stereospecificity
3.1K
Polymerization generates chiral centers along the entire backbone of a polymer chain. Accordingly, the stereochemistry of the substituent group has a significant effect on polymer properties. Polymers formed from monosubstituted alkene monomers feature chiral carbons at every alternate position in the polymer backbone. Relative to the predominant orientation of substituents at the adjacent chiral carbons, the polymer can exist in three different configurations: isotactic, syndiotactic, and...
3.1K
Radical Chain-Growth Polymerization: Overview
3.2K
Chain-growth or addition polymerization is successive addition reactions of monomers with a polymer chain. In radical chain-growth polymerization, the reaction proceeds via a free-radical intermediate. The free radical is formed from radical initiators, which spontaneously generate free radicals by homolytic fission. Organic peroxides (such as dibenzoyl peroxide, as shown in Figure 1) or azo compounds are popular radical initiators. A low concentration ratio of radical initiator to monomer is...
3.2K
Radical Chain-Growth Polymerization: Mechanism
3.4K
The radical chain-growth polymerization mechanism consists of three steps: initiation, propagation, and termination of polymerization. The polymerization initiates when a free radical generated from the radical initiator adds to the unsaturated bond in the monomer. The unpaired electron of the free radical and one π electron in the unsaturated bond creates a σ bond between the free radical and the monomer. As a result, the other π electron in the unsaturated bond converts this species into...
3.4K
Electron Paramagnetic Resonance (EPR) Spectroscopy: Organic Radicals
3.3K
Ideally, an unpaired electron shows a single peak in the EPR spectrum due to the transition between the two spin energy states. However, coupling interactions can occur between the spins of the unpaired electron and any neighboring spin-active nuclei. This hyperfine coupling results in hyperfine splitting, where the EPR signal is split into multiplets. The signals split into 2nI + 1 peaks, where n is the number of equivalent nuclei and I is the nuclear spin. These splitting patterns provide...
3.3K


