预测农药蒸汽压力:功能组的力量
Mark Heezen1,2, Manuel Alcamí1, Clemens Rauer1
1Departamento de Quìmica, C-13, Universidad Autónoma de Madrid, Cantoblanco, 28049, Madrid, Spain. manuel.alcami@uam.es.
Physical chemistry chemical physics : PCCP
|October 15, 2025
概括
可解释的机器学习模型使用分子性质预测农药蒸汽压力. 功能组分析揭示了影响挥发性的关键化学结构,有助于农药优化.
科学领域:
- 计算化学是一种计算化学.
- 机器学习是机器学习.
- 环境科学环境科学
背景情况:
- 可解释的机器学习 (XAI) 可以帮助推导出化学规则.
- 反向分子设计有助于优化农药等化学品类.
- 预测农药性质对于环境和安全评估至关重要.
研究的目的:
- 使用机器学习预测农药蒸汽压力.
- 解释机器学习模型以获得化学洞察力.
- 为了确定影响农药蒸汽压力的分子特征.
主要方法:
- 核心回归 (KRR) 和XGBoost模型被训练在量子化学分子性质上.
- 沙普利增量解释 (SHAP) 用于解释模型预测.
- 基于功能组的框架被用于增强可解释性.
主要成果:
- 机器学习模型以高准确度预测农药蒸汽压力 (77.1%和83.3%在一个数量级内).
- 基于功能组的模型确定了芳香化合物,硫酸衍生物和碳酸衍生物作为蒸汽压力的主要影响者.
- SHAP分析显示,降低蒸汽压力与特定功能组的频率之间存在线性关系.
结论:
- 可解释的机器学习,特别是使用功能组方法,为农药蒸汽压力决定因素提供了宝贵的见解.
- 鉴定的功能组贡献可以指导分子修改以优化农药蒸汽压力.
- 这项研究支持在化学规则衍生和农药分子设计中使用XAI.
更多相关视频
05:29Profiling Volatile Compounds in Blackcurrant Fruit using Headspace Solid-Phase Microextraction Coupled to Gas Chromatography-Mass Spectrometry
Published on: June 9, 2021
4.3K
05:20Avocado Sample Preparation Using the QuEChERS Method with Ammonium Formate for Pesticide Analysis
Published on: December 8, 2023
1.2K
相关概念视频
Vapor Pressure Lowering
30.6K
The equilibrium vapor pressure of a liquid is the pressure exerted by its gaseous phase when vaporization and condensation are occurring at equal rates:
30.6K
Vapor Pressure
39.1K
When a liquid vaporizes in a closed container, gas molecules cannot escape. As these gas phase molecules move randomly about, they will occasionally collide with the surface of the condensed phase, and in some cases, these collisions will result in the molecules re-entering the condensed phase. The change from the gas phase to the liquid is called condensation. When the rate of condensation becomes equal to the rate of vaporization, neither the amount of the liquid nor the amount of the vapor...
39.1K
Vapor Pressure of Fluid
1.8K
The vapor pressure of a fluid is a crucial concept in fluid mechanics, influencing phenomena such as boiling and cavitation. Vapor pressure refers to the pressure exerted by a vapor at a state of thermodynamic equilibrium with its corresponding liquid phase at a specific temperature. It represents the tendency of molecules to escape from the fluid surface into the vapor phase.
When a liquid is placed in a closed container with a small air space, and the space is evacuated, vapor molecules will...
When a liquid is placed in a closed container with a small air space, and the space is evacuated, vapor molecules will...
1.8K
Ideal Solutions
22.1K
According to Raoult’s law, the partial vapor pressure of a solvent in a solution is equal or identical to the vapor pressure of the pure solvent multiplied by its mole fraction in the solution. However, Raoult's Law is only valid for ideal solutions. For a solution to be ideal, the solvent-solute interaction must be just as strong as a solvent-solvent or solute-solute interaction. This suggests that both the solute and the solvent would use the same amount of energy to escape to the...
22.1K
VSEPR Theory and the Basic Shapes
83.3K
Overview of VSEPR Theory
83.3K
Clausius-Clapeyron Equation
62.4K
The equilibrium between a liquid and its vapor depends on the temperature of the system; a rise in temperature causes a corresponding rise in the vapor pressure of its liquid. The Clausius-Clapeyron equation gives the quantitative relation between a substance’s vapor pressure (P) and its temperature (T); it predicts the rate at which vapor pressure increases per unit increase in temperature.
62.4K
