Evidence map›Paper›PMID 42738663›Full record

ArticleMolecules (Basel, Switzerland)2026

New Parametric Model for Estimating the Viscosity of Choline Chloride-Based Deep Eutectic Solvents and Their Aqueous Mixtures.

Salim Mokraoui, Irfan Wazeer, Lahssen El Blidi, Ihab Mohamed E Koura, Mohamed K Hadj-Kali

Abstract read
In one paragraph

Article in Molecules (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Salim MokraouiChemical Engineering Department, College of Engineering, King Saud University, P.O. Box 800, Riyadh 11421, Saudi Arabia.ORCID 0000-0002-9106-7977
Irfan WazeerChemical Engineering Department, College of Engineering, King Saud University, P.O. Box 800, Riyadh 11421, Saudi Arabia.
Lahssen El BlidiChemical Engineering Department, College of Engineering, King Saud University, P.O. Box 800, Riyadh 11421, Saudi Arabia.ORCID 0000-0002-7861-0306
Ihab Mohamed E KouraScience Technology and Innovation Unit, King Saud University, P.O. Box 2454, Riyadh 11451, Saudi Arabia.
Mohamed K Hadj-KaliChemical Engineering Department, College of Engineering, King Saud University, P.O. Box 800, Riyadh 11421, Saudi Arabia.

Funding

King Abdulaziz City for Science and Technology 12-ENE2935
6 · The paper itself

Abstract

Deep eutectic solvents (DESs) derived from choline chloride (ChCl) have attracted significant interest as environmentally friendly alternatives to traditional solvents. However, their wider industrial application is often limited by high viscosity, which is strongly affected by temperature, water content, and the composition of hydrogen-bond donors (HBD). In this study, a new parametric correlation is presented for estimating the viscosity of aqueous ChCl-based DESs over broad composition and temperature ranges. The model combines the Arrhenius viscosity framework with the Grunberg-Nissan mixing rule, explicitly incorporating the effects of hydration and the HBA:HBD molar ratio through a four-parameter formulation. A comprehensive database of 1228 experimental viscosity measurements from various literature sources for eight chemically diverse aqueous ChCl-based DES systems, including monoethanolamine, ethylene glycol, glycerol, phenol, m-cresol, o-cresol, 1,2-propanediol, and 1,3-propanediol, was used for model development. The proposed correlation accurately reproduces experimental viscosities, achieving coefficients of determination between 0.990 and 1.000, with average absolute relative deviations ranging from 6.68% to 10.56%. Unlike existing models that require extensive, system-specific experimental matrices, this model effectively captures the substantial viscosity reduction due to hydration, the temperature dependence of viscous flow, and the influence of HBA:HBD stoichiometry utilizing only four global parameters per DES family based on molar composition.

Indexed as

Arrhenius modelcholine chloridedeep eutectic solventsGrunberg–Nissan mixing ruleviscosity correlation

Identifiers

PMID42738663
PMCPMC13567486

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.