Estimation of density and viscosity of deep eutectic solvents: Experimental and machine learning approach

D Patel, KJ Suthar, HK Balsora, D Patel… - Asia‐Pacific Journal …, 2024 - Wiley Online Library
Deep eutectic solvents (DESs) are increasingly recognized as sustainable alternatives
suitable for a range of industrial applications. A precise comprehension of their properties is …

Density and viscosity of deep eutectic solvents at different temperatures and compositions: Measurement and prediction model

H Wang, Y Wang, S Wang, H Li, S Peng… - Asia‐Pacific Journal …, 2024 - Wiley Online Library
Deep eutectic solvents (DESs) are becoming increasingly promising as environmentally
friendly solvents, and accurate prediction of their density and viscosity is crucial for their …

Estimating the density of deep eutectic solvents applying supervised machine learning techniques

M Abdollahzadeh, M Khosravi… - Scientific Reports, 2022 - nature.com
Deep eutectic solvents (DES) are recently synthesized to cover limitations of conventional
solvents. These green solvents have wide ranges of potential usages in real-life …

[HTML][HTML] Assessing Viscosity in Sustainable Deep Eutectic Solvents and Cosolvent Mixtures: An Artificial Neural Network-Based Molecular Approach

LVTD de Alencar, SB Rodríguez-Reartes… - ACS Sustainable …, 2024 - ncbi.nlm.nih.gov
Deep eutectic solvents (DESs) are gaining recognition as environmentally friendly solvent
alternatives for diverse chemical processes. Yet, designing DESs tailored to specific …

Density, viscosity and CO2 solubility modeling of deep eutectic solvents from various neural network approaches

SM Hosseini, M Pierantozzi - Journal of the Taiwan Institute of Chemical …, 2025 - Elsevier
Abstract Background Deep eutectic solvents (DESs) have gained attention as innovative
green solvents, but accurate prediction of their thermophysical properties is essential for …

Assessing Viscosity in Sustainable Deep Eutectic Solvents and Cosolvent Mixtures: An Artificial Neural Network-Based Molecular Approach

LV Tavares Duarte de Alencar… - ACS Sustainable …, 2024 - ACS Publications
Deep eutectic solvents (DESs) are gaining recognition as environmentally friendly solvent
alternatives for diverse chemical processes. Yet, designing DESs tailored to specific …

Accurate machine learning for predicting the viscosities of deep eutectic solvents

M Mohan, KD Jetti, MD Smith… - Journal of Chemical …, 2024 - ACS Publications
Deep eutectic solvents (DESs) are emerging as environmentally friendly designer solvents
for mass transport and heat transfer processes in industrial applications; however, the lack of …

Viscosity model of deep eutectic solvents from group contribution method

LY Yu, XJ Hou, GP Ren, KJ Wu, CH He - AIChE Journal, 2022 - Wiley Online Library
Deep eutectic solvents (DESs), a novel category of sustainable solvents, are expected to
achieve the design of the chemical processes without utilizing or generating harmful …

Simple and global correlation for the densities of deep eutectic solvents

R Haghbakhsh, R Bardool, A Bakhtyari… - Journal of Molecular …, 2019 - Elsevier
Deep eutectic solvents (DESs) mostly comply with the principles of green chemistry.
Therefore, they are being widely investigated due to their great potential for a variety of …

[HTML][HTML] Deep eutectic solvent viscosity prediction by hybrid machine learning and group contribution

A Roosta, R Haghbakhsh, ARC Duarte… - Journal of Molecular …, 2023 - Elsevier
In this study, hybrid machine learning nonlinear models were developed to predict the
viscosity of DESs by combining the group contribution (GC) concept with the multilayer …