Application of Machine Learning for Predicting Phase Behavior of Interpolyelectrolyte Complexes in Water–Salt Media

IF 1.1 4区化学 Q4 CHEMISTRY, PHYSICAL

Colloid Journal Pub Date : 2025-05-28 DOI:10.1134/S1061933X25600137

I. V. Grigoryan, L. A. Antiufrieva, A. P. Grigoryan, A. A. Korigodskii, C. Junyang, Y. Shuxiong, V. A. Pigareva, A. E. Tishchenko, G. B. Khomutov, A. V. Sybachin

引用次数: 0

Abstract

Water–salt solutions of interpolyelectrolyte complexes (IPECs) represent a classical example of “smart” systems, the phase equilibrium in which is regulated by many factors associated with both the parameters of the polymer components and the physical and chemical properties of an environment. This paper presents a model created on the basis of machine learning for predicting the region of existence of water-soluble IPECs. An approach is proposed for independent account of the physicochemical properties of polyelectrolytes and the properties of the environment. The developed model is universal and can be used to predict the properties of multicomponent systems of various chemical natures.

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机器学习在水盐介质中多电解质配合物相行为预测中的应用

多电解质间复合物（ipec）的水盐溶液代表了“智能”系统的经典例子，其相平衡受许多因素的调节，这些因素与聚合物组分的参数和环境的物理和化学性质有关。本文提出了一种基于机器学习的水溶性ipec存在区域预测模型。提出了一种将聚电解质的物理化学性质和环境性质独立考虑的方法。所建立的模型具有通用性，可用于预测各种化学性质的多组分体系的性质。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Colloid Journal 化学-物理化学

CiteScore

2.20

自引率

18.20%

发文量

审稿时长

6-12 weeks

期刊介绍： Colloid Journal (Kolloidnyi Zhurnal) is the only journal in Russia that publishes the results of research in the area of chemical science dealing with the disperse state of matter and surface phenomena in disperse systems. The journal covers experimental and theoretical works on a great variety of colloid and surface phenomena: the structure and properties of interfaces; adsorption phenomena and structure of adsorption layers of surfactants; capillary phenomena; wetting films; wetting and spreading; and detergency. The formation of colloid systems, their molecular-kinetic and optical properties, surface forces, interaction of colloidal particles, stabilization, and criteria of stability loss of different disperse systems (lyosols and aerosols, suspensions, emulsions, foams, and micellar systems) are also topics of the journal. Colloid Journal also includes the phenomena of electro- and diffusiophoresis, electro- and thermoosmosis, and capillary and reverse osmosis, i.e., phenomena dealing with the existence of diffusion layers of molecules and ions in the vicinity of the interface.