AIMC Topic: Ionic Liquids

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Deep Learning Approaches for Predicting the Surface Tension of Ionic Liquids.

Journal of chemical information and modeling Jun 6, 2025
Ionic liquids (ILs) are a novel class of solvents that have attracted significant attention due to their unique and tunable properties. Among their physiochemical characteristics, surface tension plays a critical role in various industrial applicatio...
Deep Learning Ionic Liquids Surface Tension Temperature
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Heat Capacity of Ionic Liquids: Toward Interpretable Chemical Structure-Based Machine Learning Approaches.

Journal of chemical information and modeling Apr 10, 2025
This study focuses on predicting the heat capacity of pure liquid-phase ionic liquids (ILs) using machine learning models from various categories, including support vector machines, instance-based learning, ensemble learning, and neural networks, wit...
Machine Learning Ionic Liquids Neural Networks, Computer Hot Temperature
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Recent Advances in the Modeling of Ionic Liquids Using Artificial Neural Networks.

Journal of chemical information and modeling Mar 27, 2025
This paper reviews the recent and most impactful advancements in the application of artificial neural networks in modeling the properties of ionic liquids. As salts that are liquid at temperatures below 100 °C, ionic liquids possess unique properties...
Thermodynamics Neural Networks, Computer Ionic Liquids
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RSM and ANN methodologies in modeling the enhanced biodiesel production using novel protic ionic liquid anchored on g-CN@FeO nanohybrid.

Chemosphere May 25, 2024
Herin, a new nanohybrid acid catalyst was fabricated for the efficient biodiesel production. At the first, magnetic porous nanosheets of graphitic carbon nitride (g-CN@FeO) was prepared and then functionalized with sulfonic acid. Next, the preparatio...
Nitrogen Compounds Biofuels Ionic Liquids Graphite Neural Networks, Computer Catalysis
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Application of ionic liquid ultrasound-assisted extraction (IL-UAE) of lycopene from guava (Psidium guajava L.) by response surface methodology and artificial neural network-genetic algorithm.

Ultrasonics sonochemistry Apr 16, 2024
Lycopene-rich guava (Psidium guajava L.) exhibits significant economic potential as a functional food ingredient, making it highly valuable for the pharmaceutical and agro-food industries. However, there is a need to enhance the extraction methods of...
Algorithms Psidium Neural Networks, Computer Ultrasonic Waves Carotenoids Lycopene Ionic Liquids Chemical Fractionation
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Viscosity of Ionic Liquids: Application of the Eyring's Theory and a Committee Machine Intelligent System.

Molecules (Basel, Switzerland) Dec 31, 2020
Accurate determination of the physicochemical characteristics of ionic liquids (ILs), especially viscosity, at widespread operating conditions is of a vital role for various fields. In this study, the viscosity of pure ILs is modeled using three appr...
Thermodynamics Bayes Theorem Ionic Liquids Solvents Viscosity Temperature Support Vector Machine Artificial Intelligence Algorithms
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Ionic Liquid-Based Ultrasonic-Assisted Extraction Coupled with HPLC and Artificial Neural Network Analysis for .

Molecules (Basel, Switzerland) Mar 13, 2020
is widely used in traditional Chinese medicine (TCM). Ganoderic acid A and D are the main bioactive components with anticancer effects in . To obtain the maximum content of two compounds from , a novel extraction method, an ionic liquid-based ultras...
Neural Networks, Computer Reproducibility of Results Time Factors Ultrasonics Ionic Liquids Reference Standards Solvents Solutions Rotation Anions Chromatography, High Pressure Liquid Reishi
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Using machine learning and quantum chemistry descriptors to predict the toxicity of ionic liquids.

Journal of hazardous materials Mar 15, 2018
Large-scale application of ionic liquids (ILs) hinges on the advancement of designable and eco-friendly nature. Research of the potential toxicity of ILs towards different organisms and trophic levels is insufficient. Quantitative structure-activity ...
Quantitative Structure-Activity Relationship Models, Theoretical Ionic Liquids Cell Line, Tumor Machine Learning Reproducibility of Results Rats Animals
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Imidazolium ionic liquids as effective antiseptics and disinfectants against drug resistant S. aureus: In silico and in vitro studies.

Computational biology and chemistry Feb 8, 2018
This paper describes Quantitative Structure-Activity Relationships (QSAR) studies, molecular docking and in vitro antibacterial activity of several potent imidazolium-based ionic liquids (ILs) against S. aureus ATCC 25923 and its clinical isolate. Sm...
Ionic Liquids Disinfectants Methicillin-Resistant Staphylococcus aureus Neural Networks, Computer Imidazoles Machine Learning Quantitative Structure-Activity Relationship Anti-Infective Agents, Local
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Optimization of ionic liquids-based microwave-assisted hydrolysis of puerarin and daidzein derivatives from Radix Puerariae Lobatae extract.

Food chemistry Dec 27, 2017
Ionic liquids-based microwave-assisted hydrolysis was successfully applied for hydrolysis of puerarin and daidzein derivatives from Radix Puerariae Lobatae extract. The ionic liquids with different cations and anions have been investigated, and [Omim...
Microwaves Ionic Liquids Isoflavones Drugs, Chinese Herbal Pueraria Hydrolysis
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