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Euldji I, Benmouloud W, Paduszyński K, Si-Moussa C, Benkortbi O. Hybrid Improved Grey Wolf Support Vector Regression Algorithm for Modeling Solubilities of APIs in Pure Ionic Liquids: σ-Profile Descriptors. J Chem Inf Model 2024; 64:1361-1376. [PMID: 38314703 DOI: 10.1021/acs.jcim.3c01876] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2024]
Abstract
The objective of this study was to model the solubility of active pharmaceutical ingredients (APIs) in different ionic liquids (ILs) based on the σ-moments of cations, anions, and APIs that were used as molecular descriptors calculated using the σ-profiles of three categories of descriptors based on conductor-like screening model for real solvents. The database of 83 API-ILs systems composed of 14 APIs, 12 cations, and 7 anions (25 ILs combinations) was collected as 850 data points at different temperature ranges. A hybrid Improved Grey Wolf Support vector regression, abbreviated as I-GWO-SVR(r), algorithm was selected as the learning method. Based on a comprehensive comparison with 11 different models, various statistical factors, and graphical analyses, including an external validation test, analysis of variance (ANOVA), and sensitivity analysis, the capability and validity of the proposed approach have been assessed and verified. The overall study confirmed that the proposed new model provided the best results in terms of predicting the solubility of APIs in ILs.
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Affiliation(s)
- Imane Euldji
- Faculty of Technology, Department of Process and Environmental Engineering, Biomaterials and Transport Phenomena Laboratory (LBMPT), University of Yahia Fares, Medea 26000, Algeria
| | - Widad Benmouloud
- Faculty of Technology, Department of Process and Environmental Engineering, Biomaterials and Transport Phenomena Laboratory (LBMPT), University of Yahia Fares, Medea 26000, Algeria
| | - Kamil Paduszyński
- Department of Physical Chemistry, Faculty of Chemistry, Warsaw University of Technology, Noakowskiego 3, 00-664 Warsaw, Poland
| | - Chérif Si-Moussa
- Faculty of Technology, Department of Process and Environmental Engineering, Biomaterials and Transport Phenomena Laboratory (LBMPT), University of Yahia Fares, Medea 26000, Algeria
| | - Othmane Benkortbi
- Faculty of Technology, Department of Process and Environmental Engineering, Biomaterials and Transport Phenomena Laboratory (LBMPT), University of Yahia Fares, Medea 26000, Algeria
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2
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Rivera-Pousa A, Lois-Cuns R, Otero-Lema M, Montes-Campos H, Méndez-Morales T, Varela LM. Size Matters: A Computational Study of Hydrogen Absorption in Ionic Liquids. J Chem Inf Model 2024; 64:164-177. [PMID: 38126302 PMCID: PMC10777413 DOI: 10.1021/acs.jcim.3c01688] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Revised: 11/25/2023] [Accepted: 11/27/2023] [Indexed: 12/23/2023]
Abstract
We combined both density functional theory and classical molecular dynamics simulations to investigate the molecular mechanisms governing hydrogen solvation in a total of 12 ionic liquids. Overall, the analysis of the structural properties under high temperature and pressure conditions revealed weak interactions between hydrogen and the ionic liquids, with a slight preference of this gas to be placed at the apolar domains. Interestingly, those ionic liquids comprising nitrate anions allow the accommodation of hydrogen molecules also in the polar areas. The study of the hydrogen velocity autocorrelation functions supports this observation. In addition, the structure of all of the tested ionic liquids was almost insensitive to the addition of hydrogen, so the available free volume and cavity formation are presumably the most important factors affecting solubility.
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Affiliation(s)
- Alejandro Rivera-Pousa
- Grupo
de Nanomateriais, Fotónica e Materia Branda, Departamento de
Física de Partículas, Universidade
de Santiago de Compostela, Campus Vida s/n, Santiago
de Compostela E-15782, Spain
- Instituto
de Materiais (iMATUS), Universidade de Santiago
de Compostela, Avenida
do Mestre Mateo 25, Santiago de Compostela E-15782, Spain
| | - Raúl Lois-Cuns
- Grupo
de Nanomateriais, Fotónica e Materia Branda, Departamento de
Física de Partículas, Universidade
de Santiago de Compostela, Campus Vida s/n, Santiago
de Compostela E-15782, Spain
- Instituto
de Materiais (iMATUS), Universidade de Santiago
de Compostela, Avenida
do Mestre Mateo 25, Santiago de Compostela E-15782, Spain
| | - Martín Otero-Lema
- Grupo
de Nanomateriais, Fotónica e Materia Branda, Departamento de
Física de Partículas, Universidade
de Santiago de Compostela, Campus Vida s/n, Santiago
de Compostela E-15782, Spain
- Instituto
de Materiais (iMATUS), Universidade de Santiago
de Compostela, Avenida
do Mestre Mateo 25, Santiago de Compostela E-15782, Spain
| | - Hadrián Montes-Campos
- Grupo
de Nanomateriais, Fotónica e Materia Branda, Departamento de
Física de Partículas, Universidade
de Santiago de Compostela, Campus Vida s/n, Santiago
de Compostela E-15782, Spain
- Instituto
de Materiais (iMATUS), Universidade de Santiago
de Compostela, Avenida
do Mestre Mateo 25, Santiago de Compostela E-15782, Spain
- CIQUP,
Institute of Molecular Sciences (IMS)—Departamento de Química
e Bioquímica, Faculdade de Ciências
da Universidade do Porto, Rua Campo Alegre, Porto 4169-007, Portugal
| | - Trinidad Méndez-Morales
- Grupo
de Nanomateriais, Fotónica e Materia Branda, Departamento de
Física de Partículas, Universidade
de Santiago de Compostela, Campus Vida s/n, Santiago
de Compostela E-15782, Spain
- Instituto
de Materiais (iMATUS), Universidade de Santiago
de Compostela, Avenida
do Mestre Mateo 25, Santiago de Compostela E-15782, Spain
| | - Luis Miguel Varela
- Grupo
de Nanomateriais, Fotónica e Materia Branda, Departamento de
Física de Partículas, Universidade
de Santiago de Compostela, Campus Vida s/n, Santiago
de Compostela E-15782, Spain
- Instituto
de Materiais (iMATUS), Universidade de Santiago
de Compostela, Avenida
do Mestre Mateo 25, Santiago de Compostela E-15782, Spain
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3
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Young JM, McCalmont SH, Fourmentin S, Manesiotis P, Holbrey JD, Moura L. A High-Throughput Experimental Approach to Screening Gas Sorption by Liquids and Solids. ACS SUSTAINABLE CHEMISTRY & ENGINEERING 2023; 11:17787-17796. [PMID: 38130843 PMCID: PMC10731633 DOI: 10.1021/acssuschemeng.3c05901] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Revised: 11/14/2023] [Accepted: 11/14/2023] [Indexed: 12/23/2023]
Abstract
High-precision measurement of gas uptake from single or mixed feeds in solid and liquid sorbents traditionally requires time-consuming experimental procedures and/or complex and costly equipment. A simple and cost-effective headspace gas chromatography (HS-GC) approach for the fast, universal experimental screening of sorbents for gas uptake and/or determination of their real gas separation selectivity has been developed and is demonstrated for pressures up to 2500 mbar and temperatures above 30 °C. This method allows screening of solids and both volatile and nonvolatile liquid materials, physisorbents, and chemisorbents using both single and mixed permanent gases that can include CO2, CH4, H2, and NH3, for gas uptakes as low as 0.04 mmol or 1.8 mg of CO2. We estimate that this method allows for the screening of at least 30-96 sorbents (in triplicate) or 90-264 sorbents (singles) per day, representing at least a 90-3000 times reduction in the time required for equivalent analysis.
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Affiliation(s)
- J. Mark Young
- QUILL
Research Centre, Queen’s University Belfast, School of Chemistry and Chemical Engineering, David Keir Building, 39-123 Stranmillis Road, Belfast, BT9 5AG, United Kingdom
| | - Sam H. McCalmont
- QUILL
Research Centre, Queen’s University Belfast, School of Chemistry and Chemical Engineering, David Keir Building, 39-123 Stranmillis Road, Belfast, BT9 5AG, United Kingdom
| | - Sophie Fourmentin
- Unité
de Chimie Environnementale et Interactions sur le Vivant (UCEIV),
EA 4492, Condorcet FR CNRS 3417, Université
du Littoral-Côte d’Opale, 59140 Dunkerque, France
| | - Panagiotis Manesiotis
- Queen’s
University Belfast, School of Chemistry
and Chemical Engineering, David Keir Building, 39-123 Stranmillis Road, Belfast, BT9 5AG, United Kingdom
| | - John D. Holbrey
- QUILL
Research Centre, Queen’s University Belfast, School of Chemistry and Chemical Engineering, David Keir Building, 39-123 Stranmillis Road, Belfast, BT9 5AG, United Kingdom
| | - Leila Moura
- QUILL
Research Centre, Queen’s University Belfast, School of Chemistry and Chemical Engineering, David Keir Building, 39-123 Stranmillis Road, Belfast, BT9 5AG, United Kingdom
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4
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Wang N, DeFever RS, Maginn EJ. Alchemical Free Energy and Hamiltonian Replica Exchange Molecular Dynamics to Compute Hydrofluorocarbon Isotherms in Imidazolium-Based Ionic Liquids. J Chem Theory Comput 2023. [PMID: 37195874 DOI: 10.1021/acs.jctc.3c00206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
Ionic liquids (ILs) have shown promise for applications that leverage differential gas solubility in an IL solvent, e.g., gas separations. Although most available literature provides Henry's law constants, the ability to efficiently estimate full isotherms is important for engineering design calculations. Molecular simulation can be used as a tool to predict full isotherms of gas in ILs. However, particle insertions or deletions in a charge-dense IL medium and the sluggish conformational dynamics of ILs present two sampling challenges for these systems. We therefore devised a method that uses Hamiltonian replica exchange (HREX) molecular dynamics (MD) combined with alchemical free energy calculations to compute full solubility isotherms of two different hydrofluorocarbons (HFCs) in imidazolium-based IL binary mixtures. This workflow is significantly faster than the Gibbs ensemble Monte Carlo (GEMC) simulations which fail to deal with the slow conformational relaxation caused by the sluggish dynamics of ILs. Multiple free energy estimators, including thermodynamic integration, free energy perturbation, and multistate Bennett acceptance ratio method, provided consistent results. Overall, the simulated Henry's law constant, isotherm curvature, and solubility trends match experimental results reasonably well. We close by calculating the full solubility isotherms of two HFCs in IL mixtures that have not been reported in the literature, demonstrating the potential of this method to be used for solubility prediction and setting the stage for future computational screening studies that search for the "best" IL to separate azeotropic HFC mixtures.
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Affiliation(s)
- Ning Wang
- Department of Chemical and Biomolecular Engineering, University of Notre Dame, Notre Dame, Indiana 46556, United States
| | - Ryan S DeFever
- Department of Chemical and Biomolecular Engineering, University of Notre Dame, Notre Dame, Indiana 46556, United States
| | - Edward J Maginn
- Department of Chemical and Biomolecular Engineering, University of Notre Dame, Notre Dame, Indiana 46556, United States
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5
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Sekerci‐Cetin M, Emek OB, Yildiz EE, Unlusu B. Diffusion coefficients and phase equilibria of carbon dioxide–ionic liquid,
1‐
butyl‐3‐methylimidazolium hexafluorophosphate ([bmim][
PF
6
]) system. CAN J CHEM ENG 2023. [DOI: 10.1002/cjce.24902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/29/2023]
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6
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Nguyen T, Bavarian M, Nejati S. Correlating the Macrostructural Variations of an Ion Gel with Its Carbon Dioxide Sorption Capacity. MEMBRANES 2022; 12:1087. [PMID: 36363642 PMCID: PMC9694987 DOI: 10.3390/membranes12111087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Accepted: 10/23/2022] [Indexed: 06/16/2023]
Abstract
We report on a direct correlation between the macroscale structural variations and the gas sorption capacities of an ion gel. Here, we chose 1-ethyl-3-methylimidazolium bis(trifluoromethyl sulfonyl)imide ([Emim][TF2N]) and poly(vinylidene fluoride)-co-hexafluoropropylene (PVDF-HFP) as the ionic liquid and host polymer, respectively. The CO2 sorption in the thin films of the IL-polymer was measured using the gravimetric method. The results of our experiment showed that the trend in CO2 uptake of these mixtures was nonlinearly correlated with the content of IL. Here, we highlight that the variations in the molecular structure of the polymers were the main reason behind the observed trend. The presented data suggested the possibility of using the composition of mixtures containing IL and polymers to realize a synergistic gain for gas sorption in these mixtures.
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7
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8
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Finberg EA, May TL, Shiflett MB. Multicomponent Refrigerant Separation Using Extractive Distillation with Ionic Liquids. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c00937] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Ethan A. Finberg
- Institute for Sustainable Engineering, University of Kansas, 1536 West 15th Street, Lawrence, Kansas 66045, United States
- Department of Chemical and Petroleum Engineering, University of Kansas, 1530 West 15th Street, Lawrence, Kansas 66045, United States
| | - Tessie L. May
- Institute for Sustainable Engineering, University of Kansas, 1536 West 15th Street, Lawrence, Kansas 66045, United States
- Department of Chemical and Petroleum Engineering, University of Kansas, 1530 West 15th Street, Lawrence, Kansas 66045, United States
| | - Mark B. Shiflett
- Institute for Sustainable Engineering, University of Kansas, 1536 West 15th Street, Lawrence, Kansas 66045, United States
- Department of Chemical and Petroleum Engineering, University of Kansas, 1530 West 15th Street, Lawrence, Kansas 66045, United States
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9
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Baca KR, Broom DP, Roper MG, Benham MJ, Shiflett MB. First Measurements for the Simultaneous Sorption of Difluoromethane and Pentafluoroethane Mixtures in Ionic liquids Using the Integral Mass Balance Method. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c00497] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Kalin R. Baca
- Institute for Sustainable Engineering, 1536 W. 15th Street, Lawrence, Kansas 66045, United States
- Department of Chemical and Petroleum Engineering, University of Kansas, 1530 W. 15th Street, Lawrence, Kansas 66045, United States
| | - Darren P. Broom
- Hiden Isochema Ltd, 422, Europa Boulevard, Warrington, United Kingdom WA5 7TS
| | - Mark G. Roper
- Hiden Isochema Ltd, 422, Europa Boulevard, Warrington, United Kingdom WA5 7TS
| | - Michael J. Benham
- Hiden Isochema Ltd, 422, Europa Boulevard, Warrington, United Kingdom WA5 7TS
| | - Mark B. Shiflett
- Institute for Sustainable Engineering, 1536 W. 15th Street, Lawrence, Kansas 66045, United States
- Department of Chemical and Petroleum Engineering, University of Kansas, 1530 W. 15th Street, Lawrence, Kansas 66045, United States
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10
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Monjur MS, Iftakher A, Hasan MMF. Separation Process Synthesis for High-GWP Refrigerant Mixtures: Extractive Distillation using Ionic Liquids. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c00136] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Mohammed Sadaf Monjur
- Artie McFerrin Department of Chemical Engineering, Texas A&M University College Station, Texas 77843-3122, United States
| | - Ashfaq Iftakher
- Artie McFerrin Department of Chemical Engineering, Texas A&M University College Station, Texas 77843-3122, United States
| | - M. M. Faruque Hasan
- Artie McFerrin Department of Chemical Engineering, Texas A&M University College Station, Texas 77843-3122, United States
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11
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Estimation of solubility of acid gases in ionic liquids using different machine learning methods. J Mol Liq 2022. [DOI: 10.1016/j.molliq.2021.118413] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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12
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Ma D, Zhu C, Fu T, Ma Y, Yuan X. Performance and pressure drop of
CO
2
absorption into task‐specific and halide‐free ionic liquids in a microchannel. AIChE J 2022. [DOI: 10.1002/aic.17613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Daofan Ma
- State Key Laboratory of Chemical Engineering, School of Chemical Engineering and Technology Tianjin University Tianjin China
| | - Chunying Zhu
- State Key Laboratory of Chemical Engineering, School of Chemical Engineering and Technology Tianjin University Tianjin China
| | - Taotao Fu
- State Key Laboratory of Chemical Engineering, School of Chemical Engineering and Technology Tianjin University Tianjin China
| | - Youguang Ma
- State Key Laboratory of Chemical Engineering, School of Chemical Engineering and Technology Tianjin University Tianjin China
| | - Xigang Yuan
- State Key Laboratory of Chemical Engineering, School of Chemical Engineering and Technology Tianjin University Tianjin China
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13
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Gaur SS, Edgehouse KJ, Klemm A, Wei P, Gurkan B, Pentzer EB. Capsules with polyurea shells and ionic liquid cores for
CO
2
capture. JOURNAL OF POLYMER SCIENCE 2021. [DOI: 10.1002/pol.20210342] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Affiliation(s)
- Samanvaya S. Gaur
- Department of Materials Science and Engineering Texas A&M University College Station Texas USA
| | | | - Aidan Klemm
- Department of Chemical and Biomolecular Engineering Case Western Reserve University Cleveland Ohio USA
| | - Peiran Wei
- Department of Materials Science and Engineering Texas A&M University College Station Texas USA
| | - Burcu Gurkan
- Department of Chemical and Biomolecular Engineering Case Western Reserve University Cleveland Ohio USA
| | - Emily B. Pentzer
- Department of Materials Science and Engineering Texas A&M University College Station Texas USA
- Department of Chemistry Texas A&M University College Station Texas USA
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14
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Tomé LC, Porcarelli L, Bara JE, Forsyth M, Mecerreyes D. Emerging iongel materials towards applications in energy and bioelectronics. MATERIALS HORIZONS 2021; 8:3239-3265. [PMID: 34750597 DOI: 10.1039/d1mh01263k] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
In the past two decades, ionic liquids (ILs) have blossomed as versatile task-specific materials with a unique combination of properties, which can be beneficial for a plethora of different applications. The additional need of incorporating ILs into solid devices led to the development of a new class of ionic soft-solid materials, named here iongels. Nowadays, iongels cover a wide range of materials mostly composed of an IL component immobilized within different matrices such as polymers, inorganic networks, biopolymers or inorganic nanoparticles. This review aims at presenting an integrated perspective on the recent progress and advances in this emerging type of material. We provide an analysis of the main families of iongels and highlight the emerging types of these ionic soft materials offering additional properties, such as thermoresponsiveness, self-healing, mixed ionic/electronic properties, and (photo)luminescence, among others. Next, recent trends in additive manufacturing (3D printing) of iongels are presented. Finally, their new applications in the areas of energy, gas separation and (bio)electronics are detailed and discussed in terms of performance, underpinning it to the structural features and processing of iongel materials.
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Affiliation(s)
- Liliana C Tomé
- POLYMAT, University of the Basque Country UPV/EHU, Avda. Tolosa 72, Donostia-San Sebastian 20018, Gipuzkoa, Spain.
| | - Luca Porcarelli
- POLYMAT, University of the Basque Country UPV/EHU, Avda. Tolosa 72, Donostia-San Sebastian 20018, Gipuzkoa, Spain.
- Institute for Frontier Materials, Deakin University, Geelong, VIC 3217, Australia
| | - Jason E Bara
- University of Alabama, Department of Chemical & Biological Engineering, Tuscaloosa, AL 35487-0203, USA
| | - Maria Forsyth
- POLYMAT, University of the Basque Country UPV/EHU, Avda. Tolosa 72, Donostia-San Sebastian 20018, Gipuzkoa, Spain.
- Institute for Frontier Materials, Deakin University, Geelong, VIC 3217, Australia
- Ikerbasque, Basque Foundation for Science, 48013 Bilbao, Spain
| | - David Mecerreyes
- POLYMAT, University of the Basque Country UPV/EHU, Avda. Tolosa 72, Donostia-San Sebastian 20018, Gipuzkoa, Spain.
- Ikerbasque, Basque Foundation for Science, 48013 Bilbao, Spain
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15
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Carrera GVSM, Inês J, Bernardes CES, Klimenko K, Shimizu K, Canongia Lopes JN. The Solubility of Gases in Ionic Liquids: A Chemoinformatic Predictive and Interpretable Approach. Chemphyschem 2021; 22:2190-2200. [PMID: 34464013 DOI: 10.1002/cphc.202100632] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Indexed: 11/07/2022]
Abstract
This work comprises the study of solubilities of gases in ionic liquids (ILs) using a chemoinformatic approach. It is based on the codification, of the atomic inter-component interactions, cation/gas and anion/gas, which are used to obtain a pattern of activation in a Kohonen Neural Network (MOLMAP descriptors). A robust predictive model has been obtained with the Random Forest algorithm and used the maximum proximity as a confidence measure of a given chemical system compared to the training set. The encoding method has been validated with molecular dynamics. This encoding approach is a valuable estimator of attractive/repulsive interactions of a generical chemical system IL+gas. This method has been used as a fast/visual form of identification of the reasons behind the differences observed between the solubility of CO2 and O2 in 1-butyl-3-methylimidazolium hexafluorophosphate (BMIM PF6 ) at identical temperature and pressure (TP) conditions, The effect of variable cation and anion effect has been evaluated.
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Affiliation(s)
- Gonçalo V S M Carrera
- Chemistry Department LAQV-REQUIMTE, NOVA School of Science and Technology, 2829-516, Caparica, Portugal
| | - João Inês
- Chemistry Department LAQV-REQUIMTE, NOVA School of Science and Technology, 2829-516, Caparica, Portugal
| | - Carlos E S Bernardes
- Centro de Química Estrutural, Faculdade de Ciências, Universidade de Lisboa, 1749-016, Lisboa, Portugal
| | - Kyrylo Klimenko
- Chemistry Department LAQV-REQUIMTE, NOVA School of Science and Technology, 2829-516, Caparica, Portugal
| | - Karina Shimizu
- Centro de Química Estrutural, Department of Chemical and Biological Engineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001, Lisboa, Portugal
| | - José N Canongia Lopes
- Centro de Química Estrutural, Department of Chemical and Biological Engineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001, Lisboa, Portugal
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16
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Zhu J, Shao H, Feng L, Lu Y, Meng H, Li C. Absorptive separation of HCl gas by choline chloride-based deep eutectic solvents. J Mol Liq 2021. [DOI: 10.1016/j.molliq.2021.116928] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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17
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Finberg EA, Shiflett MB. Process Designs for Separating R-410A, R-404A, and R-407C Using Extractive Distillation and Ionic Liquid Entrainers. Ind Eng Chem Res 2021. [DOI: 10.1021/acs.iecr.1c02891] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Ethan A. Finberg
- Institute for Sustainable Engineering, University of Kansas, 1536 W. 15th Street, Lawrence, Kansas 66045, United States
- Department of Chemical and Petroleum Engineering, University of Kansas, 1530 W. 15th Street, Lawrence, Kansas 66045, United States
| | - Mark B. Shiflett
- Institute for Sustainable Engineering, University of Kansas, 1536 W. 15th Street, Lawrence, Kansas 66045, United States
- Department of Chemical and Petroleum Engineering, University of Kansas, 1530 W. 15th Street, Lawrence, Kansas 66045, United States
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18
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Influence of thermodynamically inconsistent data on modeling the solubilities of refrigerants in ionic liquids using an artificial neural network. J Mol Liq 2021. [DOI: 10.1016/j.molliq.2021.116417] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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19
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Taheri M, Zhu R, Yu G, Lei Z. Ionic liquid screening for CO2 capture and H2S removal from gases: The syngas purification case. Chem Eng Sci 2021. [DOI: 10.1016/j.ces.2020.116199] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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20
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Rahbari A, Hens R, Ramdin M, Moultos OA, Dubbeldam D, Vlugt TJH. Recent advances in the continuous fractional component Monte Carlo methodology. MOLECULAR SIMULATION 2020. [DOI: 10.1080/08927022.2020.1828585] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Affiliation(s)
- A. Rahbari
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering, Delft University of Technology, Delft, Netherlands
| | - R. Hens
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering, Delft University of Technology, Delft, Netherlands
| | - M. Ramdin
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering, Delft University of Technology, Delft, Netherlands
| | - O. A. Moultos
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering, Delft University of Technology, Delft, Netherlands
| | - D. Dubbeldam
- Van 't Hoff Institute for Molecular Sciences, University of Amsterdam, Amsterdam, Netherlands
| | - T. J. H. Vlugt
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering, Delft University of Technology, Delft, Netherlands
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21
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22
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Marefat M, Ahmadi E, Mohamadnia Z. Influence of ionic liquid counterions on activity and selectivity of ethylene trimerization using chromium‐based catalysts in biphasic media. Appl Organomet Chem 2020. [DOI: 10.1002/aoc.5874] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Affiliation(s)
| | - Ebrahim Ahmadi
- Department of Chemistry University of Zanjan PO Box 45195‐313 Zanjan Iran
| | - Zahra Mohamadnia
- Department of Chemistry Institute for Advanced Studies in Basic Science (IASBS) Gava Zang, PO Box 45137‐66731 Zanjan Iran
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23
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Interactions of CO2 with the homologous series of СnMIMBF4 ionic liquids studied in situ ATR-FTIR spectroscopy: spectral characteristics, thermodynamic parameters and their correlation. J Mol Liq 2020. [DOI: 10.1016/j.molliq.2020.113694] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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24
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Rahbari A, Hens R, Moultos OA, Dubbeldam D, Vlugt TJH. Multiple Free Energy Calculations from Single State Point Continuous Fractional Component Monte Carlo Simulation Using Umbrella Sampling. J Chem Theory Comput 2020; 16:1757-1767. [PMID: 31999461 PMCID: PMC7066647 DOI: 10.1021/acs.jctc.9b01097] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
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We introduce an alternative method
to perform free energy calculations
for mixtures at multiple temperatures and pressures from a single
simulation, by combining umbrella sampling and the continuous fractional
component Monte Carlo method. One can perform a simulation of a mixture
at a certain pressure and temperature and accurately compute the chemical
potential at other pressures and temperatures close to the simulation
conditions. This method has the following advantages: (1) Accurate
estimates of the chemical potential as a function of pressure and
temperature are obtained from a single state simulation without additional
postprocessing. This can potentially reduce the number of simulations
of a system for free energy calculations for a specific temperature
and/or pressure range. (2) Partial molar volumes and enthalpies are
obtained directly from the estimated chemical potentials. We tested
our method for a Lennard-Jones system, aqueous mixtures of methanol
at T = 298 K and P = 1 bar, and
a mixture of ammonia, nitrogen, and hydrogen at T = 573 K and P = 800 bar. For pure methanol (N = 410 molecules), we observed that the estimated chemical
potentials from umbrella sampling are in excellent agreement with
the reference values obtained from independent simulations, for ΔT = ±15 K and ΔP = 100 bar (with
respect to the simulated system). For larger systems, this range becomes
smaller because the relative fluctuations of energy and volume become
smaller. Without sufficient overlap, the performance of the method
will become poor especially for nonlinear variations of the chemical
potential.
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Affiliation(s)
- Ahmadreza Rahbari
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering, Delft University of Technology, Leeghwaterstraat 39, 2628 CB Delft, The Netherlands
| | - Remco Hens
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering, Delft University of Technology, Leeghwaterstraat 39, 2628 CB Delft, The Netherlands
| | - Othonas A Moultos
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering, Delft University of Technology, Leeghwaterstraat 39, 2628 CB Delft, The Netherlands
| | - David Dubbeldam
- Van't Hoff Institute for Molecular Sciences, University of Amsterdam, Science Park 904, 1098 XH Amsterdam, The Netherlands
| | - Thijs J H Vlugt
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering, Delft University of Technology, Leeghwaterstraat 39, 2628 CB Delft, The Netherlands
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25
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Zheng D, Wang L, Jiang J, Liu F, Zhang J. Effect of cluster of protic pyrazolium ionic liquids or epoxides on the cycloaddition of CO2. J Mol Liq 2019. [DOI: 10.1016/j.molliq.2019.111652] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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26
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Goel H, Windom ZW, Jackson AA, Rai N. CO2 sorption in triethyl(butyl)phosphonium 2-cyanopyrrolide ionic liquid via first principles simulations. J Mol Liq 2019. [DOI: 10.1016/j.molliq.2019.111323] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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27
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Modeling the activity coefficient at infinite dilution of water in ionic liquids using artificial neural networks and support vector machines. Neural Comput Appl 2019. [DOI: 10.1007/s00521-019-04356-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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28
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Stodt MFB, Stuckenholz M, Kiefer J, Schröer W, Rathke B. Vapor Liquid Equilibria of 1-Ethyl-3-methylimidazolium Triflate (C 2mimTfO) and n-Alkyl Alcohol Mixtures. J Phys Chem B 2019; 123:6076-6089. [PMID: 31199644 DOI: 10.1021/acs.jpcb.9b03919] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The isobaric vapor liquid equilibria (VLE) of different binary mixtures of the ionic liquid (IL) 1-ethyl-3-methylimidazolium trifluoromethanesulfonate (C2mimTfO) with the n-alkyl alcohols, methanol, ethanol, propan-1-ol, and butan-1-ol, are studied at the pressures of p = 500, 700, and 1000 mbar, covering a composition range 0.25-0.35 ≤ x(solvent) ≤ 1.0. Complementarily, the experimental results are compared with calculations by the perturbed-chain statistical associating fluid theory (PC-SAFT) equation of state (EoS). For deriving suitable PC-SAFT parameters, experimental liquid densities were determined for the neat IL C2mimTfO and its longer homologues, 1-butyl-3-methylimidazolium trifluoromethanesulfonate (C4mimTfO) and 1-hexyl-3-methylimidazolium trifluoromethanesulfonate (C6mimTfO), in a temperature range of 288.15 K ≤ T ≤ 363.15 K (C2mimTfO) and 293.15 K ≤ T ≤ 363.15 K (C4mimTfO and C6mimTfO), respectively. The PC-SAFT EoS is found to be suitable for describing the VLEs under study with good accuracy (AARDVLE ≤ 0.4%).
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Affiliation(s)
- Malte F B Stodt
- Technische Thermodynamik , Universität Bremen , Badgasteiner Str. 1 , D-28359 Bremen , Germany
| | - Marcus Stuckenholz
- Technische Thermodynamik , Universität Bremen , Badgasteiner Str. 1 , D-28359 Bremen , Germany
| | - Johannes Kiefer
- Technische Thermodynamik , Universität Bremen , Badgasteiner Str. 1 , D-28359 Bremen , Germany
| | - Wolffram Schröer
- FB2, Institut für Anorganische und Physikalische Chemie , Universität Bremen , Leobener Str. NWII , D-28359 Bremen , Germany
| | - Bernd Rathke
- Technische Thermodynamik , Universität Bremen , Badgasteiner Str. 1 , D-28359 Bremen , Germany
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29
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Rahbari A, Hens R, Dubbeldam D, Vlugt TJH. Improving the accuracy of computing chemical potentials in CFCMC simulations. Mol Phys 2019. [DOI: 10.1080/00268976.2019.1631497] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- A. Rahbari
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering, Delft, Netherlands
| | - R. Hens
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering, Delft, Netherlands
| | - D. Dubbeldam
- Van't Hoff Institute for Molecular Sciences, University of Amsterdam, Amsterdam, Netherlands
| | - T. J. H. Vlugt
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering, Delft, Netherlands
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30
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Minnick DL, Shiflett MB. Solubility and Diffusivity of Chlorodifluoromethane in Imidazolium Ionic Liquids: [emim][Tf 2N], [bmim][BF 4], [bmim][PF 6], and [emim][TFES]. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b02419] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- David L. Minnick
- Department of Chemical & Petroleum Engineering and Center for Environmentally Beneficial Catalysis, University of Kansas, Lawrence, Kansas 66045, United States
| | - Mark B. Shiflett
- Department of Chemical & Petroleum Engineering and Center for Environmentally Beneficial Catalysis, University of Kansas, Lawrence, Kansas 66045, United States
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31
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Huang Q, Luo Q, Wang Y, Pentzer E, Gurkan B. Hybrid Ionic Liquid Capsules for Rapid CO 2 Capture. Ind Eng Chem Res 2019; 58:10503-10509. [PMID: 33505108 DOI: 10.1021/acs.iecr.9b00314] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The CO2 absorption by ionic liquids (ILs) were enhanced by the use of hybrid capsules composed of a core of IL and shell of polyurea and alkylated graphene oxide (GO). These composite structures were synthesized using a Pickering emulsion as a template and capsules of two different ILs were prepared. The contribution of the encapsulated IL on the CO2 absorption of the capsules is consistent with agitated neat IL, but with improved kinetics of absorption across different pressures. This novel materials design allows for CO2 to be absorbed significantly faster compared to bulk IL and provides insight into improved carbon capture technologies.
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Affiliation(s)
- Qianwen Huang
- Department of Chemical Engineering Biomolecular Engineering, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, Ohio 44106, United States
| | - Qinmo Luo
- Department of Chemistry, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, Ohio 44106, United States
| | - Yifei Wang
- Department of Chemistry, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, Ohio 44106, United States
| | - Emily Pentzer
- Department of Chemistry, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, Ohio 44106, United States
| | - Burcu Gurkan
- Department of Chemical Engineering Biomolecular Engineering, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, Ohio 44106, United States
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32
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Palomar J, Larriba M, Lemus J, Moreno D, Santiago R, Moya C, de Riva J, Pedrosa G. Demonstrating the key role of kinetics over thermodynamics in the selection of ionic liquids for CO2 physical absorption. Sep Purif Technol 2019. [DOI: 10.1016/j.seppur.2018.12.059] [Citation(s) in RCA: 43] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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33
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Shen Y, Abedin R, Hung FR. On the Performance of Confined Deep Eutectic Solvents and Ionic Liquids for Separations of Carbon Dioxide from Methane: Molecular Dynamics Simulations. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2019; 35:3658-3671. [PMID: 30712349 DOI: 10.1021/acs.langmuir.8b03990] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Classical molecular dynamics simulations were used to investigate the performance of slit graphite and titania (rutile) pores of 5.2 nm in width, partially and completely filled with deep eutectic solvents (DESs) or ionic liquids (ILs), for gas separations of a carbon dioxide-methane mixture of 5:95 molar ratio and temperatures and pressures on the order of 318 K and 100 bar, respectively. The DESs studied were ethaline and levuline (1:2 molar mixtures of choline chloride with ethylene glycol or levulinic acid), and the IL considered was 1- n-butyl-3-methylimidazolium bis(trifluoromethylsulfonyl)imide, [bmim+][NTf2-]. The performance of these systems in terms of solubility selectivity, diffusion selectivity, and permselectivity was compared against the performance of the bulk solvents (which could also be viewed as a model system for the micrometer-sized pores of a supported IL or DES membrane) and against carbon and rutile pores without preadsorbed solvent. The best performance in terms of permselectivity is obtained for bulk levuline and by rutile pores fully filled by ethaline, followed by graphite pores filled by ethaline and the IL. Empty rutile pores have the largest value of solubility selectivity, followed by bulk ethaline and rutile pores completely filled by the IL. The largest values of diffusivity selectivity were observed for bulk levuline, followed by ethaline completely filling a rutile nanopore and a graphite nanopore completely filled with the IL. These observations are rationalized by examining local density profiles and interaction energies among the different entities in our systems. In general, systems of nanopores fully filled by solvents, as well as the bulk solvents, have larger permselectivities than pores partially filled by the IL or the DESs. Drops of 2-3 orders of magnitude are observed in the gas diffusivity in pores filled with solvents with respect to systems of empty pores, which may be problematic if gas permeation is mainly controlled by diffusion. However, if adsorption dominates the gas permeation within the membrane, our results suggest that systems of levuline in the micrometer-sized pores of a supported DES membrane or ethaline confined in the rutile nanopores of a supported DES phase material might represent promising systems for gas separation.
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Affiliation(s)
- Yan Shen
- Department of Chemical Engineering , Northeastern University , Boston , Massachusetts 02115 , United States
| | - Rubaiyet Abedin
- Department of Chemical Engineering , Northeastern University , Boston , Massachusetts 02115 , United States
| | - Francisco R Hung
- Department of Chemical Engineering , Northeastern University , Boston , Massachusetts 02115 , United States
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34
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Turnaoglu T, Shiflett MB. 110th Anniversary: The First Thermodynamic and Kinetic Analysis of Ammonia in Imidazolium-Based Ionic Liquids Using a Gravimetric Microbalance. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b00274] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Tugba Turnaoglu
- University of Kansas, Department of Chemical and Petroleum Engineering, 1530 West 15th, Lawrence, Kansas 66045, United States
| | - Mark B. Shiflett
- University of Kansas, Department of Chemical and Petroleum Engineering, 1530 West 15th, Lawrence, Kansas 66045, United States
- University of Kansas, Center for Environmentally Beneficial Catalysis, Lawrence, Kansas 66045, United States
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35
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Assessment of carbon dioxide solubility in ionic liquid/toluene/water systems by extended PR and PC-SAFT EOSs: Carbon capture implication. J Mol Liq 2019. [DOI: 10.1016/j.molliq.2018.11.038] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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36
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Nakamura I, Shock CJ, Eggart L, Gao T. Theoretical Aspects of Ionic Liquids for Soft‐Matter Sciences. Isr J Chem 2018. [DOI: 10.1002/ijch.201800143] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Affiliation(s)
- Issei Nakamura
- Department of PhysicsMichigan Technological University Houghton MI 49931 USA
| | - Cameron J. Shock
- Department of PhysicsMichigan Technological University Houghton MI 49931 USA
| | - Lisa Eggart
- Department of PhysicsMichigan Technological University Houghton MI 49931 USA
| | - Tong Gao
- Department of PhysicsMichigan Technological University Houghton MI 49931 USA
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37
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Taylor SFR, McClung M, McReynolds C, Daly H, Greer AJ, Jacquemin J, Hardacre C. Understanding the Competitive Gas Absorption of CO2 and SO2 in Superbase Ionic Liquids. Ind Eng Chem Res 2018. [DOI: 10.1021/acs.iecr.8b03623] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- S. F. Rebecca Taylor
- School of Chemical Engineering and Analytical Science, The University of Manchester, The Mill, Sackville Street, Manchester M13 9PL, United Kingdom
- School of Chemistry and Chemical Engineering, Queen’s University Belfast, Belfast BT9 5AG, Northern Ireland
| | - Matthew McClung
- School of Chemistry and Chemical Engineering, Queen’s University Belfast, Belfast BT9 5AG, Northern Ireland
| | - Ciaran McReynolds
- School of Chemistry and Chemical Engineering, Queen’s University Belfast, Belfast BT9 5AG, Northern Ireland
| | - Helen Daly
- School of Chemical Engineering and Analytical Science, The University of Manchester, The Mill, Sackville Street, Manchester M13 9PL, United Kingdom
- School of Chemistry and Chemical Engineering, Queen’s University Belfast, Belfast BT9 5AG, Northern Ireland
| | - Adam J. Greer
- School of Chemical Engineering and Analytical Science, The University of Manchester, The Mill, Sackville Street, Manchester M13 9PL, United Kingdom
- School of Chemistry and Chemical Engineering, Queen’s University Belfast, Belfast BT9 5AG, Northern Ireland
| | - Johan Jacquemin
- School of Chemistry and Chemical Engineering, Queen’s University Belfast, Belfast BT9 5AG, Northern Ireland
- Université de Tours, Laboratoire PCM2E, Parc de Grandmont, 37200 Tours, France
| | - Christopher Hardacre
- School of Chemical Engineering and Analytical Science, The University of Manchester, The Mill, Sackville Street, Manchester M13 9PL, United Kingdom
- School of Chemistry and Chemical Engineering, Queen’s University Belfast, Belfast BT9 5AG, Northern Ireland
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38
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Rahbari A, Hens R, Nikolaidis IK, Poursaeidesfahani A, Ramdin M, Economou IG, Moultos OA, Dubbeldam D, Vlugt TJH. Computation of partial molar properties using continuous fractional component Monte Carlo. Mol Phys 2018. [DOI: 10.1080/00268976.2018.1451663] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Affiliation(s)
- A. Rahbari
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering , Delft, The Netherlands
| | - R. Hens
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering , Delft, The Netherlands
| | - I. K. Nikolaidis
- Molecular Thermodynamics and Modeling of Materials Laboratory, National Center for Scientific Research Demokritos, Institute of Nanoscience and Nanotechnology , Attikis, Greece
| | - A. Poursaeidesfahani
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering , Delft, The Netherlands
| | - M. Ramdin
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering , Delft, The Netherlands
| | - I. G. Economou
- Molecular Thermodynamics and Modeling of Materials Laboratory, National Center for Scientific Research Demokritos, Institute of Nanoscience and Nanotechnology , Attikis, Greece
- Chemical Engineering Program, Texas A&M University at Qatar , Doha, Qatar
| | - O. A. Moultos
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering , Delft, The Netherlands
| | - D. Dubbeldam
- Van't Hoff Institute for Molecular Sciences, University of Amsterdam , Amsterdam, The Netherlands
| | - T. J. H. Vlugt
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering , Delft, The Netherlands
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