酸和酸酸及其在高酸上的结构吸附关系:3D-QSAR研究
Lingyun Liu1,2, Guoao Geng3,4, Xianglin Yang5,6
1State Key Laboratory of Digital Intelligent Technology for Unmanned Coal Mining, Anhui University of Science and Technology, Huainan, 232001, Anhui, China. lyunliu@163.com.
Journal of molecular modeling
|March 3, 2026
概括
这项研究开发了一种可预测模型,用于高化浮动中的酸集体,使得可设计新型高效集体,用于可持续的煤水处理和资源回收.
科学领域:
- 矿物加工 矿物加工
- 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:
- 煤炭粘液水处理对于可持续采矿至关重要.
- 通过浮动回收考利尼特是资源利用的关键.
- 在考林石上理解酸集聚器吸附是有限的.
研究的目的:
- 为了建立结构-吸附关系的酸集聚器在高酸.
- 开发一个可预测的模型,用于设计高效的高酸漂浮收集器.
- 结合第一原则计算与3D-QSAR进行机制探索.
主要方法:
- 密度函数理论 (DFT) 对吸附能量的计算.
- 使用35个收集器数据库开发3D-QSAR模型 (CoMFA,CoMSIA).
- 使用训练/测试集和预测错误分析验证模型.
主要成果:
- 优化的CoMSIA模型实现了高预测精度 (q2=0.843,r2=0.984).
- 预测各种酸结构的吸附行为.
- 设计并验证了两款具有卓越性能的新收藏机.
结论:
- 结合的DFT和3D-QSAR方法可靠地预测收集器的性能.
- 这种方法支持合理设计高效的采集器,用于高酸回收.
- 这些发现有助于煤炭行业的可持续实践.
相关概念视频
Acidity and Basicity of Alcohols and Phenols
20.4K
Like water, alcohols are weak acids and bases. This is attributed to the polarization of the O–H bond making the hydrogen partially positive. Moreover, the electron pairs on the oxygen atom of alcohol make it both basic and nucleophilic. Protonation of an alcohol converts hydroxide, a poor leaving group, into water—a good one. The two acid–base equilibria corresponding to ethanol are depicted below.
20.4K
Acidity of Carboxylic Acids
7.8K
Carboxylic acids are the strongest organic acids. However, their acidic strength is much less than mineral acids like HCl. Carboxylic acids ionize in water and readily lose the hydroxyl proton to form a resonance-stabilized carboxylate ion.
7.8K
Basicity of Aliphatic Amines
6.3K
Amines can behave as Brønsted–Lowry bases by accepting a proton from the acid to form corresponding conjugate acids. Due to a lone pair of nonbonding electrons, aliphatic amines can also act as Lewis bases by forming a covalent bond with an electrophile.
To measure the basicity of amines, two conventions are generally used. The first defines Kb as the basicity constant for the deprotonation reaction of water by the amine, as presented in Figure 1. Conventionally, lower Kb indicates...
To measure the basicity of amines, two conventions are generally used. The first defines Kb as the basicity constant for the deprotonation reaction of water by the amine, as presented in Figure 1. Conventionally, lower Kb indicates...
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Adsorption of Gases on Solids
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Adsorption is a process where molecules, known as the adsorbates, accumulate on a surface, which is referred to as the adsorbent or substrate. Occurring at the solid-gas interface, this phenomenon is crucial in various scientific and industrial contexts. The reverse of adsorption is desorption.Two types of adsorptions exist: physical (physisorption) and chemical (chemisorption). Physisorption involves gas molecules held to the solid's surface by relatively weak intermolecular van der Waals...
290
Adsorption Isotherms I
235
Adsorption isotherms are mathematical models that describe how molecules in a gas or liquid phase interact with surfaces. Two of the most common isotherm models are the Langmuir and Freundlich isotherms, which relate to Type I monolayer chemisorption. The Langmuir model is based on four key assumptions:• Adsorption cannot exceed monolayer coverage.• All surface sites are equivalent.• Molecules adsorb only at vacant sites.• There are no interactions between adsorbed...
235
Adsorption Isotherms II
144
Brunauer, Emmett, and Teller (BET) introduced a theory in 1938 that modified Langmuir's assumptions to explain multilayer physical adsorption. This theory is applicable to Type II isotherms and provides a more realistic picture of adsorption processes. The BET theory assumes a uniform solid surface with localized adsorption sites, where adsorption at one site doesn't affect adsorption at neighboring sites. This theory also allows for the possibility of additional molecules being adsorbed on top...
144


