Representation of Ionic Liquid Viscosity-Temperature Data by Generalized Correlations and an Artificial Neural Network (ANN) Model

Chemical Engineering Communications

Volumn 200, Issue 12, 2013, Pages 1600-1622

  Dutt, N V K ^a   Ravikumar, Y V L ^a   Rani, K Yamuna ^a  

^a INDIAN INSTITUTE OF CHEMICAL TECHNOLOGY   (India)

Author keywords

Arrhenius model; Artificial neural network; Generalized correlations; Ionic liquids; Viscosity; VTF model

Indexed keywords

APPROXIMATE CALCULATIONS; ARRHENIUS MODELS; ARTIFICIAL NEURAL NETWORK MODELS; ENGINEERING COMMUNICATIONS; GENERALIZED CORRELATION; NEURAL NETWORK MODEL; SUPPLEMENTARY DATA; VISCOSITY-TEMPERATURE;

ATMOSPHERIC PRESSURE; NEURAL NETWORKS; VISCOSITY;

IONIC LIQUIDS;

EID: 84879983444     PISSN: 00986445     EISSN: 15635201     Source Type: Journal    
DOI: 10.1080/00986445.2012.756396     Document Type: Article

References (38)

1. Anouti, M., Caillon-Caravanier, M., Dridi, Y., Galiano, H., and Lemordant, D. (2008). Synthesis and characterization of new pyrrolidinium based protic ionic liquids. Good and superionic liquids, J. Phys. Chem. B, 112, 13335 - 13343.
2. Aparicio, S., Atilhan, M., and Karadas, F. (2010). Thermophysical properties of pure ionic liquids: Review of present situation, Ind. Eng. Chem. Res., 49, 9580 - 9595.
3. Bandrés, I., Giner, B., Artigas, H., Lafuente, C., and Royo, F. M. (2009). Thermophysical properties of N-octyl-3-methylpyridinium tetrafluoroborate, J. Chem. Eng. Data, 54, 236 - 240.
4. Carvalho, P. J., Regueira, T., Santos, L. M. N. B. F., Fernandez, J., and Coutinho, J. A. P. (2010). 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, 55, 645 - 652.
5. Crosthwaite, J. M., Muldoon, M. J., Dixon, J. K., Anderson, J. L., and Brennecke, J. F. (2005). Phase transition and decomposition temperatures, heat capacities and viscosities of pyridinium ionic liquids, J. Chem. Thermodyn., 37, 559 - 568.
6. Dutt, N. V. K., and Ravikumar, Y. V. L. (2008). A viscosity temperature relationship in reduced form for ionic liquids, in 3rd National Conference on Thermodynamics of Chemical and Biological Systems, Nagpur, India, The Indian Thermodynamics Society, Nagpur, India, 166.
7. 2] in dependence on temperature at atmospheric pressure, J. Phys. Chem. B, 112, 12420 - 12430.
8. Gardas, R. L., and Coutinho, J. A. P. (2008). A group contribution method for viscosity estimation of ionic liquids, Fluid Phase Equilib., 266, 195 - 201.
9. Gardas, R. L., and Coutinho, J. A. P. (2009). Group contribution methods for the prediction of thermophysical and transport properties of ionic liquids, AIChE J., 55, 1274 - 1290.
10. Gardas, R. L., Ge, R., Goodrich, P., Hardacre, C., Hussain, A., and Rooney, D. W. (2010). Thermophysical properties of amino acid-based ionic liquids, J. Chem. Eng. Data, 55, 1505 - 1515.
11. 2O binary mixtures at T = (303.15 to 343.15), J. Chem. Eng. Data, 53, 2408 - 2411.
12. Ghatee, M. H., Zare, M., Moosavi, F., and Zolghadr, A. R. (2010). Temperature-dependent density and viscosity of the ionic liquids 1-alkyl-3-methylimidazolium iodides: Experiment and molecular dynamics simulation, J. Chem. Eng. Data, 55, 3084-3088.
13. Gómez, E., González, B., Calvar, N., Tojo, E., and Domínguez, Á. (2006). Physical properties of pure 1-ethyl-3-methylimidazolium ethylsulfate and its binary mixtures with ethanol and water at several temperatures, J. Chem. Eng. Data, 51, 2096 - 2012.
14. González, E. J., González, B., Calvar, N., and Domínguez, Á. (2007). Physical properties of binary mixtures of the ionic liquid 1-ethyl-3-methylimidazolium ethyl sulfate with several alcohols at T = (298.15, 313.15, and 328.15) K and atmospheric pressure, J. Chem. Eng. Data, 52, 1641 - 1648.
15. Harris, K. R., Woolf, L. A., and Kanakubo, M. (2005). Temperature and pressure dependence of the viscosity of the ionic liquid 1-butyl-3-methylimidazolium hexaftuorophosphate, J. Chem. Eng. Data, 50, 1777 - 1782.
16. 2] in dependence on temperature at atmospheric pressure, J. Chem. Eng. Data, 54, 2576 - 2583.
17. Matsuda, H., Yamamoto, H., Kurihara, K., and Tochigi, K. (2007). Prediction of the ionic conductivity and viscosity of ionic liquids by QSPR using descriptors of group contribution type, J. Comput. Aided Chem., 8, 114 - 127.
18. Mokhtarani, B., Mojtahedi, M. M., Mortaheb, H. R., Mafi, M., Yazdani, F., and Sadeghian, F. (2008). Densities, refractive indices, and viscosities of the ionic liquids 1-methyl-3-octylimidazolium tetrafluoroborate and 1-methyl-3-butylimidazolium perchlorate and their binary mixtures with ethanol at several temperatures, J. Chem. Eng. Data, 53, 677 - 682.
19. Mokhtarani, B., Sharifi, A., Mortaheb, H. R., Mirzaei, M., Mafi, M., and Sadeghian, F. (2009a). Density and viscosity of pyridinium-based ionic liquids and their binary mixtures with water at several temperatures, J. Chem. Thermodyn., 41, 323 - 329.
20. Mokhtarani, B., Sharifi, A., Mortaheb, H. R., Mirzaei, M., Mafi, M., and Sadeghian, F. (2009b). Density and viscosity of 1-butyl-3-methylimidazolium nitrate with ethanol, 1-propanol, or 1-butanol at several temperatures, J. Chem. Thermodyn., 41, 1432 - 1438.
21. National Institute of Standards, and Technology. (2006). Ionic liquids database-(IL Thermo), NIST standard reference database #47. National Institute of Standards and Technology, Gaithersburg, MD. http://ilthermo.boulder.nist.gov/ILThermo/mainmenu.uix
22. Pereiro, A. B., Santamarta, F., Tojo, E., Rodríguez, A., and Tojo, J. (2006). Temperature dependence of physical properties of ionic liquid 1,3-dimethylimidazolium methyl sulfate, J. Chem. Eng. Data, 51, 952 - 954.
23. Pereiro, A. B., Legido, J. L., and Rodríguez, A. (2007a). Physical properties of ionic liquids based on 1-alkyl-3-methylimidazolium cation and hexafluorophosphate as anion and temperature dependence, J. Chem. Thermodyn., 39, 1168 - 1175.
24. Pereiro, A. B., Verdía, P., Tojo, E., and Rodríguez, A. (2007b). Physical properties of 1-butyl-3-methylimidazolium methyl sulfate as a function of temperature, J. Chem. Eng. Data, 52, 377 - 380.
25. Pereiro, A. B., Veiga, H. I. M., Esperança, J. M. S. S., and Rodríguez, A. (2009). Effect of temperature on the physical properties of two ionic liquids, J. Chem. Thermodyn., 41, 1419 - 1423.
26. Poling, B. E., Prausnitz, J. M., and O'Connell, J. P. (2004). The Properties of Gases and Liquids, 5th ed., McGraw Hill International Edition.
27. Rani, K. Y., and Rao, V. S. R. (2006). Neural modelling of biochemical systems using CDTA with adaptive learning rate, Indian J. Chem. Technol., 13, 623 - 633.
28. Rodríguez, H., and Brennecke, J. F. (2006). Temperature and composition dependence of the density and viscosity of binary mixtures of water + ionic liquid, J. Chem. Eng. Data, 51, 2145 - 2155.
29. Sánchez, L. G., Espel, J. R., Onink, F., Meindersma, G. W., and de Haan, A. B. (2009). Density, viscosity, and surface tension of synthesis grade imidazolium, pyridinium, and pyrrolidinium based room temperature ionic liquids, J. Chem. Eng. Data, 54, 2803 - 2812.
30. Sanmamed, Y. A., González-Salgado, D., Troncoso, J., Cerdeiriña, C. A., and Romaní, L. (2007). Viscosity-induced errors in the density determination of room temperature ionic liquids using vibrating tube densitometry, Fluid Phase Equilib., 252, 96-102.
31. Tokuda, H., Hayamizu, K., Ishii, K., Susan, M., and Watanabe, M. (2005). Physicochemical properties and structures of room temperature ionic liquids. 2. Variation of alkyl chain length in imidazolium cation, J. Phys. Chem. B, 109, 6103 - 6110.
32. Tokuda, H., Tsuzuki, S., Susan, M., Hayamizu, K., and Watanabe, M. (2006). How ionic are room-temperature ionic liquids? An indicator of the physicochemical properties, J. Phys. Chem. B, 110, 19593 - 19600.
33. Tomida, D., Kumagai, A., Kenmochi, S., Qiao, K., and Yokoyama, C. (2007). Viscosity of 1-hexyl-3-methylimidazolium hexafluorophosphate and 1-octyl-3-methylimidazolium hexafluorophosphate at high pressure, J. Chem. Eng. Data, 52, 577 - 579.
34. Wachter, P., Zistler, M., Schreiner, C., Fleischmann, M., Gerhard, D., Wasserscheid, P., Barthel, J., and Gores, H. J. (2009). Temperature dependence of the non-Stokesian charge transport in binary blends of ionic liquids, J. Chem. Eng. Data, 54, 491 - 497.
35. Wasserscheid, P., van Hal, R., and Bösmann, A. (2002). 1-n-Butyl-3-methylimidazolium ([bmim]) octylsulfate-An even 'greener' ionic liquid, Green Chem., 4, 400 - 404.
36. Xu, H. T., Zhao, D. C., Xu, P., Liu, F. Q., and Gao, G. (2005). Conductivity and viscosity of 1-allyl-3-methyl-imidazolium chloride + water and + ethanol from 293.15 K to 333.15 K, J. Chem. Eng. Data, 50, 133 - 135.
37. 14FSI, J. Phys. Chem. B, 112, 13577 - 13580.
38. Zhu, J. Q., Chen, J., Li, C. Y., and Fei, W. Y. (2007). Viscosities and interfacial properties of 1-methyl-3-butylimidazolium hexafluorophosphate and 1-isobutenyl-3-methylimidazolium tetrafluoroborate ionic liquids, J. Chem. Eng. Data, 52, 812 - 816.