Estimation of thermal conductivity of ionic liquids using a perceptron neural network

Industrial and Engineering Chemistry Research

Volumn 51, Issue 29, 2012, Pages 9886-9893

  Hezave, Ali Zeinolabedini ^a   Raeissi, Sona ^a   Lashkarbolooki, Mostafa ^a  

^a SHIRAZ UNIVERSITY   (Iran)

Author keywords

[No Author keywords available]

Indexed keywords

DATA POINTS; GROUP CONTRIBUTION METHOD; HIDDEN LAYERS; OPTIMUM NUMBER; OUTPUT LAYER; PERCEPTRON NEURAL NETWORKS; RELATIVE DEVIATIONS;

IONIC LIQUIDS; MEAN SQUARE ERROR; NEURAL NETWORKS;

THERMAL CONDUCTIVITY;

EID: 84864205948     PISSN: 08885885     EISSN: 15205045     Source Type: Journal    
DOI: 10.1021/ie202681b     Document Type: Article

References (29)

1. Konov, A. Ionic Liquids: Applications and Perspectives; InTech, 2011.
2. 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
3. Wilkes, J. S. A Short History of Ionic Liquids - from Molten Salts to Neoteric Solvents Green Chem. 2002, 4, 73
4. Torimoto, T.; Tsuda, T.; Okazaki, K.; Kuwabata, S. New Frontiers in Materials Science Opened by Ionic Liquids Adv. Mater. 2010, 22, 1196
5. Armand, M.; Endres, F.; MacFarlane, D. R.; Ohno, H.; Scrosati, B. Ionic-Liquid Materials for the Electrochemical Challenges of the Future Nat. Mater. 2009, 8, 621
6. Wishart, J. F. Energy applications of ionic liquids Energy Environ. Sci. 2009, 2, 956
7. Plechkova, N. V.; Seddon, K. R. Applications of Ionic Liquids in the Chemical Industry Chem. Soc. Rev. 2008, 37, 123
8. Wasserscheid, P.; Keim, W. Ionic liquids-New "Solutions" for Transition Metal Catalysis Angew. Chem., Int. Ed. 2000, 39, 3772
9. Jork, C.; Kristen, C.; Pieraccini, D.; Stark, A.; Chiappe, C.; Beste, Y. A.; Arlt, W. Tailor-Made Ionic Liquids J. Chem. Thermodyn. 2005, 37, 537
10. Sakaebe, H.; Matsumoto, H.; Tatsumi, K. Application of Room Temperature Ionic Liquids to Li Batteries Electrochim. Acta 2007, 53, 1048
11. Jiménez, A.-E.; Bermúdez, M.-D. Ionic Liquids as Lubricants for Steel-Aluminum Contacts at Low and Elevated Temperature Tribol. Lett. 2007, 26, 53
12. Van Valkenburg, M. E.; Vaughn, R. L.; Williams, M.; Wilkes, J. S. Thermo- Chemistry of Ionic Liquid Heat-Transfer Fluids Thermochim. Acta 2005, 425, 181
13. Zhang, S.; Sun, N.; He, X.; Lu, X.; Zhang, X. Properties of Ionic Liquids: Database and Evaluation J. Phys. Chem. Ref. Data 2006, 35, 1475
14. Eslamloueyan, R.; Khademi, M. H.; Mazinani, S. Using a Multilayer Perceptron Network for Thermal Conductivity Prediction of Aqueous Electrolyte Solutions Ind. Eng. Chem. Res. 2011, 50, 4050
15. Fröba, A. P.; Rausch, M. H.; Krzeminsk, K.; Assenbaum, D.; Wasserscheid, P.; Leipertz, A. Thermal Conductivity of Ionic Liquids: Measurement and Prediction Int. J. Thermophys. 2010, 31, 2059
16. Davis, E.; Ierapetritou, M. A. Kriging Method for the Solution of Nonlinear Programs with Black-Box Functions AIChE J. 2007, 53 (8) 2001
17. Oliver, M. A.; Webster, R. Kriging: a method of interpolation for geographical information system Int. J. Geogr. Info. Syst. 1990, 4 (3) 313
18. Moody, J.; Darken, C. J. Fast learning in networks of locally tuned processing units Neural Comput. 1989, 1, 281
19. http://www.learnartificialneuralnetworks.com/.
20. Frez, C.; Diebold, G. J.; Tran, C. D.; Yu, S. Determination of Thermal Diffusivities, Thermal Conductivities, and Sound Speeds of Room-Temperature Ionic Liquids by the Transient Grating Technique J. Chem. Eng. Data 2006, 51, 1250
21. Tomida, D.; Kenmochi, S.; Tsukada, T.; Yokoyama, C. Measurements of Thermal Conductivity of 1-Butyl-3-methylimidazolium Tetrafluoroborate at High Pressure Heat Transfer Asian Res. 2007, 36 (6) 361
22. Kashiwagi, H.; Hashimoto, T.; Tanaka, Y.; Kubota, H.; Makita, T. Thermal Conductivity and Density of Toluene in the Temperature Range 273-373 K at Pressures up to 250 MPa Int. J. Thermophys. 1982, 3, 201
23. Carrera, G.; de-Sousa, J. A. Estimation of Melting Points of Pyridinium Bromides Ionic Liquids with Decision Trees and Neural Networks Green Chem 2005, 20
24. Hezave, A. Z.; Lashkarbolooki, M.; Raeissi, S. Using Artificial Neural Network to Predict the Ternary Electrical Conductivity of Ionic Liquid Systems Fluid Phase Equilib. 2012, 314, 128
25. Cybenco, G. V. Approximation by Superposition of Sigmoidal Activation Function, Math Signals Syst. 1989, 2, 303
26. Ge, R.; Hardacre, C.; Nancarrow, P.; Rooney, D. W. Thermal Conductivities of Several Ionic Liquids in the Temperature Range from 293 to 373 K J. Chem. Eng. Data 2007, 52, 1819
27. A. Nieto de Castro, C.; Lourenco, M. J. V.; Ribeiro, A. P. C.; Langa, E.; Vieira, S. I. C. Thermal Properties of Ionic Liquids and IoNanofluids of Imidazolium and Pyrrolidinium Liquids J. Chem. Eng. Data 2010, 55, 651
28. Tomida, D.; Kenmochi, S.; Tsukada, T.; Qiao, K.; Yokoyama, C. Thermal Conductivities of [bmim][PF6], [hmim][PF6], and [omim][PF6] from 294 to 335 K at Pressures up to 20 MPa Int. J. Thermophys. 2007, 28, 1147
29. Gardas, R. L.; Goodrich, R.; Ge, P.; Hardacre, C.; Hussain, A.; Rooney, D. W. Thermophysical Properties of Amino Acid-Based Ionic Liquids J. Chem. Eng. Data 2010, 55, 1505