使用机器学习探索离子液体离子结构对有机溶液气-离子液分离系数的影响
Karl Marti Toots1, Sulev Sild1, Jaan Leis1
1Department of Chemistry, University of Tartu, 14a Ravila Street, Tartu 50411, Estonia.
Langmuir : the ACS journal of surfaces and colloids
|October 30, 2024
概括
离子液体 (ILs) 的离子结构显著影响溶液分离. 特定的分子描述符揭示了主导相互作用,例如甲醇的键和和环素的分散力.
科学领域:
- 物理化学 物理化学
- 材料科学 材料科学 材料科学
- 计算化学的计算化学
背景情况:
- 离子液体 (ILs) 是可调节的溶剂,具有多种应用.
- 了解ILs中的溶液分离对于工艺设计至关重要.
- 在溶液相互作用中IL离子结构的作用需要详细的研究.
研究的目的:
- 调查离子液体 (IL) 离子结构对气体-IL 分割系数 (log K) 的影响.
- 为了将IL离子分子描述符与分区行为和分子相互作用相关联.
- 使用先进的计算技术,模拟离子结构和log K之间的关系.
主要方法:
- 在三种基于甲基的IL中对,环和甲醇的实验日志K数据的汇编.
- 利用多个线性回归模型与机器学习相结合.
- 分析了系统地选择的IL离子分子描述器.
主要成果:
- 量化了IL离子结构和logK值之间的关系.
- 甲醇分离受到结和库伦双极相互作用的强烈影响.
- 和环素的分离主要由阳离子分散力控制.
结论:
- 这项研究证实了IL离子结构对溶液分离的显著影响.
- 确定了控制不同溶液分离的特定分子相互作用.
- 提供了设计IL的见解,这些IL具有针对能源存储等应用的定制性质.
更多相关视频
相关概念视频
Entropy and Solvation
7.0K
The process of surrounding a solute with solvent is called solvation. It involves evenly distributing the solute within the solvent. The rule of thumb for determining a solvent for a given compound is that like dissolves like. A good solvent has molecular characteristics similar to those of the compound to be dissolved. For example, polar solutions dissolve polar solutes, and apolar solvents dissolve apolar solutes. A polar solvent is a solvent that has a high dielectric constant (ϵ...
7.0K
Solubility of Ionic Compounds
62.6K
Solubility is the measure of the maximum amount of solute that can be dissolved in a given quantity of solvent at a given temperature and pressure. Solubility is usually measured in molarity (M) or moles per liter (mol/L). A compound is termed soluble if it dissolves in water.
62.6K
Ion-Exchange Chromatography
379
Ion-exchange chromatography, or IEC, is a technique for separating ions based on their affinity for the stationary phase. The stationary phase is a cross-linked polymer resin with covalently attached ionic functional groups. The functional groups can be either positively charged (cation exchangers) or negatively charged (anion exchangers). A cation exchanger consists of a polymeric anion and active cations, while an anion exchanger is a polymeric cation with active anions. The choice of...
379
Intermolecular Forces
57.7K
Atoms and molecules interact through bonds (or forces): intramolecular and intermolecular. The forces are electrostatic as they arise from interactions (attractive or repulsive) between charged species (permanent, partial, or temporary charges) and exist with varying strengths between ions, polar, nonpolar, and neutral molecules. The different types of intermolecular forces are ion–dipole, dipole–dipole, hydrogen bonds, and dispersion; among these, dipole–dipole, hydrogen...
57.7K
Ion Exchange
559
Ion exchange chromatography separates charged molecules from a solution by reversibly exchanging them with mobile, or 'active', ions associated with the oppositely charged stationary phase. This method can be used to separate ions, soften and deionize water, and purify solutions. The polymers comprising the ion-exchange column are high-molecular-weight and chemically stable polymers, crosslinked to be porous and essentially insoluble. They are also functionalized with either acidic or...
559
Aqueous Solutions and Heats of Hydration
14.5K
Water and other polar molecules are attracted to ions. The electrostatic attraction between an ion and a molecule with a dipole is called an ion-dipole attraction. These attractions play an important role in the dissolution of ionic compounds in water.
When ionic compounds dissolve in water, the ions in the solid separate and disperse uniformly throughout the solution because water molecules surround and solvate the ions, reducing the strong electrostatic forces between them. This process...
When ionic compounds dissolve in water, the ions in the solid separate and disperse uniformly throughout the solution because water molecules surround and solvate the ions, reducing the strong electrostatic forces between them. This process...
14.5K


