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Updated: Jul 2, 2025

Preparation of Binary and Ternary Deep Eutectic Systems
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Preparation of Binary and Ternary Deep Eutectic Systems

Published on: October 31, 2019

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精确的机器学习用于预测深层欧性溶剂的粘度

Mood Mohan1, Karuna Devi Jetti2, Micholas Dean Smith1,3

  • 1Biosciences Division and Center for Molecular Biophysics, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, United States.

Journal of chemical theory and computation
|February 22, 2024
PubMed
概括

机器学习模型准确地预测了深溶解剂 (DES) 粘度,克服了实验限制. 这加快了对工业应用的环保DES设计的速度,因为它可以快速评估财产.

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Surface Tension, Capillary Action, and Viscosity

Surface Tension
The various IMFs between identical molecules of a substance are examples of cohesive forces. The molecules within a liquid are surrounded by other molecules and are attracted equally in all directions by the cohesive forces within the liquid. However, the molecules on the surface of a liquid are attracted only by about one-half as many molecules. Because of the unbalanced molecular attractions on the surface molecules, liquids contract to form a shape that minimizes the number...
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Viscosity

When water is poured into a glass, it falls freely and quickly, whereas if honey or maple syrup is poured over a pancake, it flows slowly and sticks to the surface of the container. This difference in the flow of different kinds of liquids arises due to the fluid friction between the liquid layers and the liquid and the surrounding material. This property of fluids is called fluid viscosity. In this example, water has a lower viscosity than honey and maple syrup.
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