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Searching for Solvents with an Increased Carbon Dioxide Solubility Using Multivariate Statistics

Ionic liquids (ILs) are used in various fields of chemistry. One of them is CO(2) capture, a process that is quite well described. The solubility of CO(2) in ILs can be used as a model to investigate gas absorption processes. The aim is to find the relationships between the solubility of CO(2) and o...

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Autores principales: Bystrzanowska, Marta, Tobiszewski, Marek, Pena-Pereira, Francisco, Simeonov, Vasil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7179105/
https://www.ncbi.nlm.nih.gov/pubmed/32150808
http://dx.doi.org/10.3390/molecules25051156
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author Bystrzanowska, Marta
Tobiszewski, Marek
Pena-Pereira, Francisco
Simeonov, Vasil
author_facet Bystrzanowska, Marta
Tobiszewski, Marek
Pena-Pereira, Francisco
Simeonov, Vasil
author_sort Bystrzanowska, Marta
collection PubMed
description Ionic liquids (ILs) are used in various fields of chemistry. One of them is CO(2) capture, a process that is quite well described. The solubility of CO(2) in ILs can be used as a model to investigate gas absorption processes. The aim is to find the relationships between the solubility of CO(2) and other variables—physicochemical properties and parameters related to greenness. In this study, 12 variables are used to describe a dataset consisting of 26 ILs and 16 molecular solvents. We used a cluster analysis, a principal component analysis, and a K-means hierarchical clustering to find the patterns in the dataset and the discriminators between the clusters of compounds. The results showed that ILs and molecular solvents form two well-separated groups, and the variables were well separated into greenness-related and physicochemical properties. Such patterns suggest that the modeling of greenness properties and of the solubility of CO(2) on physicochemical properties can be difficult.
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spelling pubmed-71791052020-04-28 Searching for Solvents with an Increased Carbon Dioxide Solubility Using Multivariate Statistics Bystrzanowska, Marta Tobiszewski, Marek Pena-Pereira, Francisco Simeonov, Vasil Molecules Article Ionic liquids (ILs) are used in various fields of chemistry. One of them is CO(2) capture, a process that is quite well described. The solubility of CO(2) in ILs can be used as a model to investigate gas absorption processes. The aim is to find the relationships between the solubility of CO(2) and other variables—physicochemical properties and parameters related to greenness. In this study, 12 variables are used to describe a dataset consisting of 26 ILs and 16 molecular solvents. We used a cluster analysis, a principal component analysis, and a K-means hierarchical clustering to find the patterns in the dataset and the discriminators between the clusters of compounds. The results showed that ILs and molecular solvents form two well-separated groups, and the variables were well separated into greenness-related and physicochemical properties. Such patterns suggest that the modeling of greenness properties and of the solubility of CO(2) on physicochemical properties can be difficult. MDPI 2020-03-05 /pmc/articles/PMC7179105/ /pubmed/32150808 http://dx.doi.org/10.3390/molecules25051156 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Bystrzanowska, Marta
Tobiszewski, Marek
Pena-Pereira, Francisco
Simeonov, Vasil
Searching for Solvents with an Increased Carbon Dioxide Solubility Using Multivariate Statistics
title Searching for Solvents with an Increased Carbon Dioxide Solubility Using Multivariate Statistics
title_full Searching for Solvents with an Increased Carbon Dioxide Solubility Using Multivariate Statistics
title_fullStr Searching for Solvents with an Increased Carbon Dioxide Solubility Using Multivariate Statistics
title_full_unstemmed Searching for Solvents with an Increased Carbon Dioxide Solubility Using Multivariate Statistics
title_short Searching for Solvents with an Increased Carbon Dioxide Solubility Using Multivariate Statistics
title_sort searching for solvents with an increased carbon dioxide solubility using multivariate statistics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7179105/
https://www.ncbi.nlm.nih.gov/pubmed/32150808
http://dx.doi.org/10.3390/molecules25051156
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