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Carrera GVSM, Cruz ML, Klimenko K, Esperança JMSS, Aires-de-Sousa J. Prediction of the Phase Composition Profile of Three-Compound Mixtures in Liquid-Liquid Equilibrium: A Chemoinformatics Approach. Chemphyschem 2022; 23:e202200300. [PMID: 35929613 DOI: 10.1002/cphc.202200300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Revised: 08/04/2022] [Indexed: 01/04/2023]
Abstract
Machine-learning models were developed to predict the composition profile of a three-compound mixture in liquid-liquid equilibrium (LLE), given the global composition at certain temperature and pressure. A chemoinformatics approach was explored, based on the MOLMAP technology to encode molecules and mixtures. The chemical systems involved an ionic liquid (IL) and two organic molecules. Two complementary models have been optimized for the IL-rich and IL-poor phases. The two global optimized models are highly accurate, and were validated with independent test sets, where combinations of molecule1+molecule2+IL are different from those in the training set. These results highlight the MOLMAP encoding scheme, based on atomic properties to train models that learn relationships between features of complex multi-component chemical systems and their profile of phase compositions.
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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
| | - Mariana L Cruz
- Chemistry Department LAQV-REQUIMTE, NOVA School of Science and Technology, 2829-516, Caparica, Portugal
| | - Kyrylo Klimenko
- Chemistry Department LAQV-REQUIMTE, NOVA School of Science and Technology, 2829-516, Caparica, Portugal
| | - José M S S Esperança
- Chemistry Department LAQV-REQUIMTE, NOVA School of Science and Technology, 2829-516, Caparica, Portugal
| | - João Aires-de-Sousa
- Chemistry Department LAQV-REQUIMTE, NOVA School of Science and Technology, 2829-516, Caparica, Portugal
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2
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Rotrekl J, Abildskov J, O’Connell J. Molecular correlation function integrals for condensed systems with solid-liquid-liquid equilibria. J Mol Liq 2022. [DOI: 10.1016/j.molliq.2022.120184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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3
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Solid-liquid phase behavior of mixtures of 1-alkyl-3-methylimidazolium bis(trifluoromethylsulfonyl)amides involving long alkyl side chains. J Mol Liq 2021. [DOI: 10.1016/j.molliq.2021.116805] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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4
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An insight into the filling of the nanoheterogeneous structures of1-butyl-3-methylimidazolium bis(trifluoromethanesulfonyl)amide by primary alcohols. J Mol Liq 2020. [DOI: 10.1016/j.molliq.2019.112351] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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5
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Structures of binary mixtures of ionic liquid 1-butyl-3-methylimidazolium bis(trifluoromethylsulfonyl)imide with primary alcohols: The role of hydrogen-bonding. J Mol Liq 2018. [DOI: 10.1016/j.molliq.2018.03.124] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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6
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Kishimura H, Kohki E, Nakada A, Tamatani K, Abe H. Ether bond effects in quaternary ammonium and phosphonium ionic liquid-propanol solutions. Chem Phys 2018. [DOI: 10.1016/j.chemphys.2018.01.015] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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7
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Rotrekl J, Storch J, Velíšek P, Schröer W, Jacquemin J, Wagner Z, Husson P, Bendová M. Liquid Phase Behavior in Systems of 1-Butyl-3-alkylimidazolium bis{(trifluoromethyl)sulfonyl}imide Ionic Liquids with Water: Influence of the Structure of the C5 Alkyl Substituent. J SOLUTION CHEM 2017. [DOI: 10.1007/s10953-017-0659-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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8
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Qiao Y, Ma W, Theyssen N, Chen C, Hou Z. Temperature-Responsive Ionic Liquids: Fundamental Behaviors and Catalytic Applications. Chem Rev 2017; 117:6881-6928. [DOI: 10.1021/acs.chemrev.6b00652] [Citation(s) in RCA: 211] [Impact Index Per Article: 30.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Yunxiang Qiao
- Max-Planck-Institut für Kohlenforschung, Kaiser-Wilhelm-Platz 1, 45470 Mülheim an der Ruhr, Germany
| | - Wenbao Ma
- Key Laboratory for Advanced Materials, Research Institute of Industrial Catalysis, School of Chemistry & Molecular Engineering, East China University of Science and Technology, Shanghai 200237, People’s Republic of China
| | - Nils Theyssen
- Max-Planck-Institut für Kohlenforschung, Kaiser-Wilhelm-Platz 1, 45470 Mülheim an der Ruhr, Germany
| | - Chen Chen
- Key Laboratory for Advanced Materials, Research Institute of Industrial Catalysis, School of Chemistry & Molecular Engineering, East China University of Science and Technology, Shanghai 200237, People’s Republic of China
| | - Zhenshan Hou
- Key Laboratory for Advanced Materials, Research Institute of Industrial Catalysis, School of Chemistry & Molecular Engineering, East China University of Science and Technology, Shanghai 200237, People’s Republic of China
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9
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Ma L, Yang M, Zhao K. Interaction and microstructure in the binary mixture systems of ionic liquid and acetone by dielectric spectroscopy. J Mol Liq 2016. [DOI: 10.1016/j.molliq.2016.04.026] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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10
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Haron N, Sairi NA, Lee VS. Microstructures, interactions and dynamics properties studies ofN-methyldiethanolamine + guanidinium triflate ionic liquid + water tertiary system at the standard temperature. MOLECULAR SIMULATION 2015. [DOI: 10.1080/08927022.2015.1068942] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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11
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Rotrekl J, Vrbka P, Sedláková Z, Wagner Z, Jacquemin J, Bendová M. Solid–liquid equilibria in systems [Cxmim][Tf2N] with diethylamine. PURE APPL CHEM 2015. [DOI: 10.1515/pac-2014-1119] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
AbstractIn the present work, the solid–liquid–liquid equilibrium in the binary system of diethylamine (1) and ionic liquid (2) 1-methyl-3-ethylimidazolium bis(trifluoromethylsulfonyl)imide and solid–liquid equilibrium in system 1-methyl-3-butylimidazolium bis(trifluoromethylsulfonyl)imide was studied. Phase equilibrium was determined experimentally by means of a polythermic method. These data were then used to determine the activity coefficients for both ionic liquids. For the pure diethylamine the enthalpy of fusion was determined by differential scanning calorimetry, because to the best of our knowledge, this data is not yet reported in the open literature, a contrario of pure ionic liquids tested during this work.
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Affiliation(s)
- Jan Rotrekl
- 1Eduard Hála Laboratory of Separation Processes, Institute of Chemical Process Fundamentals of the ASCR, Rozvojová 135/1, 16502 Prague 6, Czech Republic
| | - Pavel Vrbka
- 2Department of Physical Chemistry, Institute of Chemical Technology Prague, Technická 5, 16628 Prague 6, Czech Republic
| | - Zuzana Sedláková
- 1Eduard Hála Laboratory of Separation Processes, Institute of Chemical Process Fundamentals of the ASCR, Rozvojová 135/1, 16502 Prague 6, Czech Republic
| | - Zdeněk Wagner
- 1Eduard Hála Laboratory of Separation Processes, Institute of Chemical Process Fundamentals of the ASCR, Rozvojová 135/1, 16502 Prague 6, Czech Republic
| | - Johan Jacquemin
- 3The QUILL Research Centre, School of Chemistry and Chemical Engineering, Queen’s University of Belfast, Stranmillis Road, Belfast BT9 5AG, UK
| | - Magdalena Bendová
- 1Eduard Hála Laboratory of Separation Processes, Institute of Chemical Process Fundamentals of the ASCR, Rozvojová 135/1, 16502 Prague 6, Czech Republic
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Vaid Z, More UU, Gardas RL, Malek NI, Ijardar SP. Composition and Temperature Dependence of Excess Properties of Binary Mixtures of Imidazolium Based Ionic Liquids: II ([C n mim][PF6]) + Propylamine. J SOLUTION CHEM 2015. [DOI: 10.1007/s10953-015-0325-1] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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13
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Turner AH, Holbrey JD. The Solution Structure of 1:2 Phenol/N-Methylpyridinium bis{(trifluoromethyl)sulfonyl}imide Liquid Mixtures. J SOLUTION CHEM 2015. [DOI: 10.1007/s10953-015-0296-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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14
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Norman SE, Turner AH, Youngs TGA. Structure of ionic liquids with amino acid anions via neutron diffraction. RSC Adv 2015. [DOI: 10.1039/c5ra06785e] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Total neutron scattering studies on amino acid-based ionic liquids reveal significant directional interactions between anions, especially for serinate-derived ions.
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Affiliation(s)
- S. E. Norman
- School of Chemistry and Chemical Engineering
- Queen's University Belfast
- Belfast
- UK
| | - A. H. Turner
- School of Chemistry and Chemical Engineering
- Queen's University Belfast
- Belfast
- UK
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15
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McCune JA, Turner AH, Coleman F, White CM, Callear SK, Youngs TGA, Swadźba-Kwaśny M, Holbrey JD. Association and liquid structure of pyridine–acetic acid mixtures determined from neutron scattering using a ‘free proton’ EPSR simulation model. Phys Chem Chem Phys 2015; 17:6767-77. [DOI: 10.1039/c4cp05746e] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Hydrogen-bonded molecular acetic acid chains are observed in acid–base mixtures from small angle neutron diffraction.
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Affiliation(s)
- Jade A. McCune
- The QUILL Research Centre
- School of Chemistry and Chemical Engineering, Queen's University Belfast
- Belfast BT9 5AG
- UK
| | - Adam H. Turner
- The QUILL Research Centre
- School of Chemistry and Chemical Engineering, Queen's University Belfast
- Belfast BT9 5AG
- UK
| | - Fergal Coleman
- The QUILL Research Centre
- School of Chemistry and Chemical Engineering, Queen's University Belfast
- Belfast BT9 5AG
- UK
| | - Caithlin M. White
- The QUILL Research Centre
- School of Chemistry and Chemical Engineering, Queen's University Belfast
- Belfast BT9 5AG
- UK
| | | | | | - Małgorzata Swadźba-Kwaśny
- The QUILL Research Centre
- School of Chemistry and Chemical Engineering, Queen's University Belfast
- Belfast BT9 5AG
- UK
| | - John D. Holbrey
- The QUILL Research Centre
- School of Chemistry and Chemical Engineering, Queen's University Belfast
- Belfast BT9 5AG
- UK
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16
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Olmo LD, Lage-Estebanez I, López R, García de la Vega JM. Effect of dielectric constant on estimation of properties of ionic liquids: an analysis of 1-alkyl-3-methylimidazolium bis(trifluoromethylsulfonyl)imide. RSC Adv 2015. [DOI: 10.1039/c5ra11425j] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Influence of dielectric constant values in estimation of thermodynamical properties (vapor pressure, vaporization enthalpy, density and viscosity) of 1-alkyl-3-methylimidazolium bis(trifluoromethylsulfonyl)imide ionic liquids with COSMO-RS.
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Affiliation(s)
- Lourdes del Olmo
- Departamento de Química Física Aplicada
- Facultad de Ciencias
- Universidad Autónoma de Madrid
- 28049 Madrid
- Spain
| | - Isabel Lage-Estebanez
- Departamento de Química Física Aplicada
- Facultad de Ciencias
- Universidad Autónoma de Madrid
- 28049 Madrid
- Spain
| | - Rafael López
- Departamento de Química Física Aplicada
- Facultad de Ciencias
- Universidad Autónoma de Madrid
- 28049 Madrid
- Spain
| | - José M. García de la Vega
- Departamento de Química Física Aplicada
- Facultad de Ciencias
- Universidad Autónoma de Madrid
- 28049 Madrid
- Spain
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17
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Ozawa S, Kishimura H, Kitahira S, Tamatani K, Hirayama K, Abe H, Yoshimura Y. Isomer effect of propanol on liquid–liquid equilibrium in hydrophobic room-temperature ionic liquids. Chem Phys Lett 2014. [DOI: 10.1016/j.cplett.2014.09.003] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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18
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Gonzalez-Miquel M, Massel M, DeSilva A, Palomar J, Rodriguez F, Brennecke JF. Excess Enthalpy of Monoethanolamine + Ionic Liquid Mixtures: How Good are COSMO-RS Predictions? J Phys Chem B 2014; 118:11512-22. [DOI: 10.1021/jp507547q] [Citation(s) in RCA: 59] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Affiliation(s)
- Maria Gonzalez-Miquel
- Department
of Chemical and Biomolecular Engineering, University of Notre Dame, 182 Fitzpatrick Hall, Notre Dame, Indiana 46556, United States
- Department
of Chemical Engineering, Complutense University of Madrid, 28040 Madrid, Spain
| | - Marjorie Massel
- Department
of Chemical and Biomolecular Engineering, University of Notre Dame, 182 Fitzpatrick Hall, Notre Dame, Indiana 46556, United States
| | - Aruni DeSilva
- Department
of Chemical and Biomolecular Engineering, University of Notre Dame, 182 Fitzpatrick Hall, Notre Dame, Indiana 46556, United States
| | - Jose Palomar
- Department
of Applied Physical Chemistry (Area of Chemical Engineering), Autonomous University of Madrid, Cantoblanco, 28049 Madrid, Spain
| | - Francisco Rodriguez
- Department
of Chemical Engineering, Complutense University of Madrid, 28040 Madrid, Spain
| | - Joan F. Brennecke
- Department
of Chemical and Biomolecular Engineering, University of Notre Dame, 182 Fitzpatrick Hall, Notre Dame, Indiana 46556, United States
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19
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Mutual Solubilities of Ammonium-Based Ionic Liquids with Water and with Water/Methanol Mixture. ACTA ACUST UNITED AC 2012. [DOI: 10.1016/j.proeng.2012.07.515] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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