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Volumn 54, Issue 5, 2014, Pages 1311-1324

Viscosity of ionic liquids: An extensive database and a new group contribution model based on a feed-forward artificial neural network

Author keywords

[No Author keywords available]

Indexed keywords

FEEDFORWARD NEURAL NETWORKS; IONIC LIQUIDS; MEAN SQUARE ERROR; VISCOSITY;

EID: 84901585878     PISSN: 15499596     EISSN: 1549960X     Source Type: Journal    
DOI: 10.1021/ci500206u     Document Type: Article
Times cited : (222)

References (52)
  • 1
    • 0347417134 scopus 로고    scopus 로고
    • Room-Temperature Ionic Liquids: Solvents for Synthesis and Catalysis
    • Welton, T. Room-Temperature Ionic Liquids: Solvents for Synthesis and Catalysis Chem. Rev. 1999, 99, 2071-2084
    • (1999) Chem. Rev. , vol.99 , pp. 2071-2084
    • Welton, T.1
  • 2
    • 79955884563 scopus 로고    scopus 로고
    • Room-Temperature Ionic Liquids: Solvents for Synthesis and Catalysis. 2
    • Hallett, J. P.; Welton, T. Room-Temperature Ionic Liquids: Solvents for Synthesis and Catalysis. 2 Chem. Rev. 2011, 111, 3508-3576
    • (2011) Chem. Rev. , vol.111 , pp. 3508-3576
    • Hallett, J.P.1    Welton, T.2
  • 3
    • 38349047179 scopus 로고    scopus 로고
    • Applications of Ionic Liquids in the Chemical Industry
    • Plechkova, N. V.; Seddon, K. R. Applications of Ionic Liquids in the Chemical Industry Chem. Soc. Rev. 2008, 37, 123-150
    • (2008) Chem. Soc. Rev. , vol.37 , pp. 123-150
    • Plechkova, N.V.1    Seddon, K.R.2
  • 5
    • 84893067506 scopus 로고    scopus 로고
    • Gas Solubility in Ionic Liquids
    • Lei, Z.; Dai, C.; Chen, B. Gas Solubility in Ionic Liquids Chem. Rev. 2014, 114, 1289-1326
    • (2014) Chem. Rev. , vol.114 , pp. 1289-1326
    • Lei, Z.1    Dai, C.2    Chen, B.3
  • 7
    • 79958846542 scopus 로고    scopus 로고
    • Aqueous Biphasic Systems Composed of a Water-Stable Ionic Liquid + Carbohydrates and Their Applications
    • Freire, M. G.; Louros, C. L. S.; Rebelo, L. P. N.; Coutinho, J. A. P. Aqueous Biphasic Systems Composed of a Water-Stable Ionic Liquid + Carbohydrates and Their Applications Green Chem. 2011, 13, 1536-1545
    • (2011) Green Chem. , vol.13 , pp. 1536-1545
    • Freire, M.G.1    Louros, C.L.S.2    Rebelo, L.P.N.3    Coutinho, J.A.P.4
  • 9
    • 84879050223 scopus 로고    scopus 로고
    • Renewable Feedstocks in Green Solvents: Thermodynamic Study on Phase Diagrams of d -Sorbitol and Xylitol with Dicyanamide Based Ionic Liquids
    • Paduszyński, K.; Okuniewski, M.; Domańska, U. Renewable Feedstocks in Green Solvents: Thermodynamic Study on Phase Diagrams of d -Sorbitol and Xylitol with Dicyanamide Based Ionic Liquids J. Phys. Chem. B 2013, 117, 7034-7046
    • (2013) J. Phys. Chem. B , vol.117 , pp. 7034-7046
    • Paduszyński, K.1    Okuniewski, M.2    Domańska, U.3
  • 10
    • 84891444293 scopus 로고    scopus 로고
    • Sweet-in-Green" Systems Based on Sugars and Ionic Liquids: New Solubility Data and Thermodynamic Analysis
    • Paduszyński, K.; Okuniewski, M.; Domańska, U. "Sweet-in-Green" Systems Based on Sugars and Ionic Liquids: New Solubility Data and Thermodynamic Analysis Ind. Eng. Chem. Res. 2013, 52, 18482-18491
    • (2013) Ind. Eng. Chem. Res. , vol.52 , pp. 18482-18491
    • Paduszyński, K.1    Okuniewski, M.2    Domańska, U.3
  • 11
    • 84899457973 scopus 로고    scopus 로고
    • Are Ionic Liquids a Proper Solution to Current Environmental Challenges?
    • Cevasco, G.; Chiappe, C. Are Ionic Liquids a Proper Solution to Current Environmental Challenges? Green Chem. 2014, 16, 2375-2385
    • (2014) Green Chem. , vol.16 , pp. 2375-2385
    • Cevasco, G.1    Chiappe, C.2
  • 12
    • 0038022736 scopus 로고    scopus 로고
    • Importance of Accurate Data on Viscosity and Thermal Conductivity in Molten Salts Applications
    • Nunes, V. M. B.; Lourenco, M. J. V.; Santos, F. J. V.; Nieto de Castro, C. Importance of Accurate Data on Viscosity and Thermal Conductivity in Molten Salts Applications J. Chem. Eng. Data 2003, 48, 446-450
    • (2003) J. Chem. Eng. Data , vol.48 , pp. 446-450
    • Nunes, V.M.B.1    Lourenco, M.J.V.2    Santos, F.J.V.3    Nieto De Castro, C.4
  • 15
    • 4544247162 scopus 로고    scopus 로고
    • Application of Hole Theory to the Viscosity of Ionic and Molecular Liquids
    • Abbott, A. P. Application of Hole Theory to the Viscosity of Ionic and Molecular Liquids ChemPhysChem 2004, 5, 1242-1246
    • (2004) ChemPhysChem , vol.5 , pp. 1242-1246
    • Abbott, A.P.1
  • 16
    • 80054966011 scopus 로고    scopus 로고
    • On the Viscosity of Pyridinium Based Ionic Liquids: An Experimental and Computational Study
    • Bandrés, I.; Alcalde, R.; Lafuente, C.; Atilhan, M.; Aparicio, S. On the Viscosity of Pyridinium Based Ionic Liquids: An Experimental and Computational Study J. Phys. Chem. B 2011, 115, 12499-12513
    • (2011) J. Phys. Chem. B , vol.115 , pp. 12499-12513
    • Bandrés, I.1    Alcalde, R.2    Lafuente, C.3    Atilhan, M.4    Aparicio, S.5
  • 18
    • 84871754013 scopus 로고    scopus 로고
    • Predicting Thermophysical Properties of Ionic Liquids as a Function of Temperature and Pressure
    • Mendonca, A. C. F.; Dörr, N.; Pádua, A. A. H. Predicting Thermophysical Properties of Ionic Liquids as a Function of Temperature and Pressure Proc. Inst. Mech. Eng., Part J: J. Eng. Tribol. 2006, 226, 965-976
    • (2006) Proc. Inst. Mech. Eng., Part J: J. Eng. Tribol. , vol.226 , pp. 965-976
    • Mendonca, A.C.F.1    Dörr, N.2    Pádua, A.A.H.3
  • 19
    • 84879983444 scopus 로고    scopus 로고
    • Representation of Ionic Liquid Viscosity-Temperature Data by Generalized Correlations and an Artificial Neural Network (ANN) Model
    • Dutt, N. V. K.; Ravikumar, Y. V. L; Rani, K. Y. Representation of Ionic Liquid Viscosity-Temperature Data by Generalized Correlations and an Artificial Neural Network (ANN) Model Chem. Eng. Commun. 2013, 200, 1600-1622
    • (2013) Chem. Eng. Commun. , vol.200 , pp. 1600-1622
    • Dutt, N.V.K.1    Ravikumar, Y.V.L.2    Rani, K.Y.3
  • 20
    • 35348865725 scopus 로고    scopus 로고
    • Structure Properties Relationship of Ionic Liquid
    • Yamamoto, H. Structure Properties Relationship of Ionic Liquid J. Comput. Aided Chem. 2006, 7, 18-29
    • (2006) J. Comput. Aided Chem. , vol.7 , pp. 18-29
    • Yamamoto, H.1
  • 21
    • 36048955753 scopus 로고    scopus 로고
    • Estimation of Ionic Conductivity and Viscosity of Ionic Liquids Using a QSPR Model
    • Tochigi, K.; Yamamoto, H. Estimation of Ionic Conductivity and Viscosity of Ionic Liquids Using a QSPR Model J. Phys. Chem. C 2007, 111, 15989-15994
    • (2007) J. Phys. Chem. C , vol.111 , pp. 15989-15994
    • Tochigi, K.1    Yamamoto, H.2
  • 22
    • 46949108322 scopus 로고    scopus 로고
    • QSPR Correlation for Conductivities and Viscosities of Low-Temperature Melting Ionic Liquids
    • Bini, R.; Malvaldi, M.; Pitner, W. R.; Chiappe, C. QSPR Correlation for Conductivities and Viscosities of Low-Temperature Melting Ionic Liquids J. Phys. Org. Chem. 2008, 21, 622-629
    • (2008) J. Phys. Org. Chem. , vol.21 , pp. 622-629
    • Bini, R.1    Malvaldi, M.2    Pitner, W.R.3    Chiappe, C.4
  • 23
    • 78651442146 scopus 로고    scopus 로고
    • In Silico Predictions of the Temperature-Dependent Viscosities and Electrical Conductivities of Functionalized and Nonfunctionalized Ionic Liquids
    • Eiden, P.; Bulut, S.; Köchner, T.; Friedrich, C.; Schubert, T.; Krossing, I. In Silico Predictions of the Temperature-Dependent Viscosities and Electrical Conductivities of Functionalized and Nonfunctionalized Ionic Liquids J. Phys. Chem. B 2011, 115, 300-399
    • (2011) J. Phys. Chem. B , vol.115 , pp. 300-399
    • Eiden, P.1    Bulut, S.2    Köchner, T.3    Friedrich, C.4    Schubert, T.5    Krossing, I.6
  • 24
    • 78650300657 scopus 로고    scopus 로고
    • Data and QSPR Study for Viscosity of Imidazolium-Based Ionic Liquids
    • Han, C.; Yu, G.; Wen, L.; Zhao, D.; Asumana, C.; Chen, X. Data and QSPR Study for Viscosity of Imidazolium-Based Ionic Liquids Fluid Phase Equilib. 2011, 300, 95-104
    • (2011) Fluid Phase Equilib. , vol.300 , pp. 95-104
    • Han, C.1    Yu, G.2    Wen, L.3    Zhao, D.4    Asumana, C.5    Chen, X.6
  • 25
    • 79957927387 scopus 로고    scopus 로고
    • Viscosity of Ionic Liquids Using the Concept of Mass Connectivity and Artificial Neural Networks
    • Valderrama, J. O.; Muñoz, J. M.; Rojas, R. E. Viscosity of Ionic Liquids Using the Concept of Mass Connectivity and Artificial Neural Networks Korean J. Chem. Eng. 2011, 28, 1451-1457
    • (2011) Korean J. Chem. Eng. , vol.28 , pp. 1451-1457
    • Valderrama, J.O.1    Muñoz, J.M.2    Rojas, R.E.3
  • 26
    • 84860445347 scopus 로고    scopus 로고
    • Viscosity of Ionic Liquids: Database, Observation, and Quantitative Structure-Property Relationship Analysis
    • Yu, G.; Zhao, D.; Wen, L.; Yang, S.; Chen, X. Viscosity of Ionic Liquids: Database, Observation, and Quantitative Structure-Property Relationship Analysis AIChE J. 2012, 58, 2885-2899
    • (2012) AIChE J. , vol.58 , pp. 2885-2899
    • Yu, G.1    Zhao, D.2    Wen, L.3    Yang, S.4    Chen, X.5
  • 27
    • 84857015994 scopus 로고    scopus 로고
    • Predictive Quantitative Structure-Property Relationship Model for the Estimation of Ionic Liquid Viscosity
    • Mirkhani, S. A.; Gharagheizi, F. Predictive Quantitative Structure-Property Relationship Model for the Estimation of Ionic Liquid Viscosity Ind. Eng. Chem. Res. 2012, 51, 2470-2477
    • (2012) Ind. Eng. Chem. Res. , vol.51 , pp. 2470-2477
    • Mirkhani, S.A.1    Gharagheizi, F.2
  • 28
    • 84878005238 scopus 로고    scopus 로고
    • A High Correlate and Simplified QSPR for Viscosity of Imidazolium-Based Ionic Liquids
    • Chen, B.-K.; Liang, M.-J.; Wu, T.-Y.; Wang, H. P. A High Correlate and Simplified QSPR for Viscosity of Imidazolium-Based Ionic Liquids Fluid Phase Equilib. 2013, 350, 37-42
    • (2013) Fluid Phase Equilib. , vol.350 , pp. 37-42
    • Chen, B.-K.1    Liang, M.-J.2    Wu, T.-Y.3    Wang, H.P.4
  • 29
    • 84878125354 scopus 로고    scopus 로고
    • QSPR Study on the Viscosity of Bis(trifluoromethylsulfonyl)imide-Based Ionic Liquids
    • Yu, G.; Wen, L.; Zhao, D.; Asumana, C.; Chen, X. QSPR Study on the Viscosity of Bis(trifluoromethylsulfonyl)imide-Based Ionic Liquids J. Mol. Liq. 2013, 184, 51-59
    • (2013) J. Mol. Liq. , vol.184 , pp. 51-59
    • Yu, G.1    Wen, L.2    Zhao, D.3    Asumana, C.4    Chen, X.5
  • 30
    • 35348901883 scopus 로고    scopus 로고
    • Computer-Aided Reverse Design for Ionic Liquids by QSPR Using Descriptors of Group Contribution Type for Ionic Conductivities and Viscosities
    • Matsuda, H.; Yamamoto, H.; Kurihara, K.; Tochigi, K. Computer-Aided Reverse Design for Ionic Liquids by QSPR Using Descriptors of Group Contribution Type for Ionic Conductivities and Viscosities Fluid Phase Equlib. 2007, 261, 434-443
    • (2007) Fluid Phase Equlib. , vol.261 , pp. 434-443
    • Matsuda, H.1    Yamamoto, H.2    Kurihara, K.3    Tochigi, K.4
  • 31
    • 67749138952 scopus 로고    scopus 로고
    • Prediction of the Ionic Conductivity and Viscosity of Ionic Liquids by QSPR Using Descriptors of Group Contribution Type
    • Matsuda, H.; Yamamoto, H.; Kurihara, K.; Tochigi, K. Prediction of the Ionic Conductivity and Viscosity of Ionic Liquids by QSPR Using Descriptors of Group Contribution Type J. Comput. Aided Chem. 2007, 8, 114-127
    • (2007) J. Comput. Aided Chem. , vol.8 , pp. 114-127
    • Matsuda, H.1    Yamamoto, H.2    Kurihara, K.3    Tochigi, K.4
  • 32
    • 41149130582 scopus 로고    scopus 로고
    • A Group Contribution Method for Viscosity Estimation of Ionic Liquids
    • Gardas, R. L.; Coutinho, J. A. P. A Group Contribution Method for Viscosity Estimation of Ionic Liquids Fluid Phase Equilib. 2008, 266, 195-201
    • (2008) Fluid Phase Equilib. , vol.266 , pp. 195-201
    • Gardas, R.L.1    Coutinho, J.A.P.2
  • 33
    • 66649090946 scopus 로고    scopus 로고
    • Group Contribution Methods for the Prediction of Thermophysical and Transport Properties of Ionic Liquids
    • Gardas, R. L.; Coutinho, J. A. P. Group Contribution Methods for the Prediction of Thermophysical and Transport Properties of Ionic Liquids AIChE J. 2009, 55, 1274-1290
    • (2009) AIChE J. , vol.55 , pp. 1274-1290
    • Gardas, R.L.1    Coutinho, J.A.P.2
  • 34
    • 84863846447 scopus 로고    scopus 로고
    • Development of a Group Contribution Method for Determination of Viscosity of Ionic Liquids at Atmospheric Pressure
    • Gharagheizi, F.; Ilani-Kashkouli, P.; Mohammadi, A. H.; Ramjugernath, D.; Richon, D. Development of a Group Contribution Method for Determination of Viscosity of Ionic Liquids at Atmospheric Pressure Chem. Eng. Sci. 2012, 80, 326-333
    • (2012) Chem. Eng. Sci. , vol.80 , pp. 326-333
    • Gharagheizi, F.1    Ilani-Kashkouli, P.2    Mohammadi, A.H.3    Ramjugernath, D.4    Richon, D.5
  • 35
    • 78651257164 scopus 로고    scopus 로고
    • In Silico Design of New Ionic Liquids Based on Quantitative Structure-Property Relationship Models of Ionic Liquid Viscosity
    • Billard, I.; Marcou, G.; Ouadi, A.; Varnek, A. In Silico Design of New Ionic Liquids Based on Quantitative Structure-Property Relationship Models of Ionic Liquid Viscosity J. Phys. Chem. B 2011, 115, 93-98
    • (2011) J. Phys. Chem. B , vol.115 , pp. 93-98
    • Billard, I.1    Marcou, G.2    Ouadi, A.3    Varnek, A.4
  • 36
    • 84864667079 scopus 로고    scopus 로고
    • Predictive methods for the estimation of thermophysical properties of ionic liquids
    • Coutinho, J. A. P.; Carvalho, P. J.; Oliveira, N. M. C. Predictive methods for the estimation of thermophysical properties of ionic liquids RSC Adv. 2012, 2, 7322-7346
    • (2012) RSC Adv. , vol.2 , pp. 7322-7346
    • Coutinho, J.A.P.1    Carvalho, P.J.2    Oliveira, N.M.C.3
  • 37
    • 77249117712 scopus 로고    scopus 로고
    • Effect of Water on the Viscosities and Densities of 1-Butyl-3- methylimidazolium Dicyanamide and 1-Butyl-3-methylimidazolium Tricyanomethane at Atmospheric Pressure
    • Carvalho, P. J.; Regueira, T.; Santos, L. M. N. B. F.; Fernandez, J.; Coutinho, J. A. P. Effect of Water on the Viscosities and Densities of 1-Butyl-3-methylimidazolium Dicyanamide and 1-Butyl-3-methylimidazolium Tricyanomethane at Atmospheric Pressure J. Chem. Eng. Data 2010, 55, 645-652
    • (2010) J. Chem. Eng. Data , vol.55 , pp. 645-652
    • Carvalho, P.J.1    Regueira, T.2    Santos, L.M.N.B.F.3    Fernandez, J.4    Coutinho, J.A.P.5
  • 40
    • 84855782080 scopus 로고    scopus 로고
    • A New Group Contribution Method for Prediction of Density of Pure Ionic Liquids over a Wide Range of Temperature and Pressure
    • Paduszyński, K.; Domańska, U. A New Group Contribution Method for Prediction of Density of Pure Ionic Liquids over a Wide Range of Temperature and Pressure Ind. Eng. Chem. Res. 2012, 51, 591-604
    • (2012) Ind. Eng. Chem. Res. , vol.51 , pp. 591-604
    • Paduszyński, K.1    Domańska, U.2
  • 41
    • 80052372726 scopus 로고    scopus 로고
    • Group Contribution-Based Method for Determination of Solubility Parameter of Nonelectrolyte Organic Compounds
    • Gharagheizi, F.; Eslamimanesh, A.; Mohammadi, A. H.; Richon, D. Group Contribution-Based Method for Determination of Solubility Parameter of Nonelectrolyte Organic Compounds Ind. Eng. Chem. Res. 2011, 50, 10344-10349
    • (2011) Ind. Eng. Chem. Res. , vol.50 , pp. 10344-10349
    • Gharagheizi, F.1    Eslamimanesh, A.2    Mohammadi, A.H.3    Richon, D.4
  • 42
    • 79955886615 scopus 로고    scopus 로고
    • Use of Artificial Neural Network-Group Contribution Method to Determine Surface Tension of Pure Compounds
    • Gharagheizi, F.; Eslamimanesh, A.; Mohammadi, A. H.; Richon, D. Use of Artificial Neural Network-Group Contribution Method to Determine Surface Tension of Pure Compounds J. Chem. Eng. Data 2011, 56, 2587-2601
    • (2011) J. Chem. Eng. Data , vol.56 , pp. 2587-2601
    • Gharagheizi, F.1    Eslamimanesh, A.2    Mohammadi, A.H.3    Richon, D.4
  • 43
    • 79955878346 scopus 로고    scopus 로고
    • Determination of Critical Properties and Acentric Factors of Pure Compounds Using the Artificial Neural Network Group Contribution Algorithm
    • Gharagheizi, F.; Eslamimanesh, A.; Mohammadi, A. H.; Richon, D. Determination of Critical Properties and Acentric Factors of Pure Compounds Using the Artificial Neural Network Group Contribution Algorithm J. Chem. Eng. Data 2011, 56, 2460-2476
    • (2011) J. Chem. Eng. Data , vol.56 , pp. 2460-2476
    • Gharagheizi, F.1    Eslamimanesh, A.2    Mohammadi, A.H.3    Richon, D.4
  • 44
    • 84861420468 scopus 로고    scopus 로고
    • Determination of Vapor Pressure of Chemical Compounds: A Group Contribution Model for an Extremely Large Database
    • Gharagheizi, F.; Eslamimanesh, A.; Ilani-Kashkouli, P.; Mohammadi, A. H.; Richon, D. Determination of Vapor Pressure of Chemical Compounds: A Group Contribution Model for an Extremely Large Database Ind. Eng. Chem. Res. 2012, 51, 7119-7125
    • (2012) Ind. Eng. Chem. Res. , vol.51 , pp. 7119-7125
    • Gharagheizi, F.1    Eslamimanesh, A.2    Ilani-Kashkouli, P.3    Mohammadi, A.H.4    Richon, D.5
  • 45
    • 0035353673 scopus 로고    scopus 로고
    • Application of Neural Networks to Modeling and Estimating Temperature-Dependent Liquid Viscosity of Organic Compounds
    • Suzuki, T.; Ebert, R.-U.; Schüürmann, G. Application of Neural Networks to Modeling and Estimating Temperature-Dependent Liquid Viscosity of Organic Compounds J. Chem. Inf. Comput. Sci. 2001, 41, 776-790
    • (2001) J. Chem. Inf. Comput. Sci. , vol.41 , pp. 776-790
    • Suzuki, T.1    Ebert, R.-U.2    Schüürmann, G.3
  • 46
    • 0000873069 scopus 로고
    • A Method for the Solution of Certain Problems in Least Squares
    • Levenberg, K. A Method for the Solution of Certain Problems in Least Squares Q. Appl. Math. 1944, 2, 164-168
    • (1944) Q. Appl. Math. , vol.2 , pp. 164-168
    • Levenberg, K.1
  • 47
    • 0000169232 scopus 로고
    • An Algorithm for Least-Squares Estimation of Nonlinear Parameters
    • Marquardt, D. An Algorithm for Least-Squares Estimation of Nonlinear Parameters SIAM J. Appl. Math. 1963, 11, 431-441
    • (1963) SIAM J. Appl. Math. , vol.11 , pp. 431-441
    • Marquardt, D.1
  • 48
    • 0035387458 scopus 로고    scopus 로고
    • Group-Contribution Based Estimation of Pure Component Properties
    • Marrero, J.; Gani, R. Group-Contribution Based Estimation of Pure Component Properties Fluid Phase Equilib. 2001, 183-184, 183-208
    • (2001) Fluid Phase Equilib. , vol.183-184 , pp. 183-208
    • Marrero, J.1    Gani, R.2
  • 52
    • 0025536870 scopus 로고
    • Improving the Learning Speed of 2-Layer Neural Networks by Choosing Initial Values of the Adaptive Weights
    • Nguyen, D.; Widrow, B. Improving the Learning Speed of 2-Layer Neural Networks by Choosing Initial Values of the Adaptive Weights Int. Jt. Conf. Neural Networks, Proc. 1990, 3, 21-26
    • (1990) Int. Jt. Conf. Neural Networks, Proc. , vol.3 , pp. 21-26
    • Nguyen, D.1    Widrow, B.2


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