Development of support vector regression (SVR)-based correlation for prediction of overall gas hold-up in bubble column reactors for various gas-liquid systems

Chemical Engineering Science

Volumn 62, Issue 24, 2007, Pages 7078-7089

  Gandhi, Ankit B ^a   Joshi, Jyeshtharaj B ^a   Jayaraman, Valadi K ^b   Kulkarni, Bhaskar D ^b  

^a INSTITUTE OF CHEMICAL TECHNOLOGY   (India)

^b NATIONAL CHEMICAL LABORATORY   (India)

Author keywords

Bubble column reactor; Overall gas hold up; Support vector regression

Indexed keywords

CHEMICAL REACTORS; CORRELATION THEORY; ELECTROLYTES; REGRESSION ANALYSIS;

BUBBLE COLUMN REACTOR; OVERALL GAS HOLD-UP; SUPPORT VECTOR REGRESSION (SVR);

BUBBLE COLUMNS;

BUBBLE COLUMNS; CHEMICAL REACTORS; CORRELATION THEORY; ELECTROLYTES; REGRESSION ANALYSIS;

EID: 36148952503     PISSN: 00092509     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ces.2007.07.071     Document Type: Article

References (27)

1. Agrawal M., Jade A.M., Jayaraman V.K., and Kulkarni B.D. Support vector machines: a useful tool for process engineering applications. Chemical Engineering Progress 98 1 (2003) 57-62
2. Akita K., and Yoshida F. Gas holdup and volumetric mass transfer coefficient in bubble columns. Industrial and Engineering Chemistry Research 12 1 (1973) 76-80
3. Anabtawi M.Z.A., Abu-Eishah S.I., Hilal N., and Nabhan M.B.W. Hydrodynamic studies in both bi-dimensional and three-dimensional bubble columns with a single sparger. Chemical Engineering and Processing 42 (2003) 403-408
4. Behkish A., Lemoine R., Sehabiague L., Oukaci R., and Morsi B.I. Prediction of the gas holdup in industrial-scale bubble columns and slurry bubble column reactors using back-propagation neural networks. International Journal of Chemical Reactor Engineering 3 (2005) 1-35
5. Camarasa E., Vial C., Poncin S., Wild G., Midoux N., and Bouillard J. Influence of coalescence behaviour of the liquid and of gas sparging on hydrodynamics and bubble characteristics in a bubble column. Chemical Engineering and Processing 38 (1999) 329-344
6. Chang, C.-C., Lin, C.-J., 2001. LIBSVM: a library for support vector machines. Software available at 〈http://www.csie.ntu.edu.tw/∼cjlin/libsvm〉.
7. Godbole S.P., Honath M.F., and Shah Y.T. Holdup structure in highly viscous Newtonian and non-Newtonian liquids in bubble columns. Chemical Engineering Communications 16 (1982) 119-134
8. Gunn, S.R., 1998. Support vector machines for classification and regression. Technical Report, department of electronics and computer science. University of Southampton. 〈http://trevinca.ei.uvigo.es/∼cernadas/tc03/mc/SVM.pdf〉.
9. Han L., and Al-Dahhan M.H. Gas-liquid mass transfer in a high pressure bubble column reactor with different sparger designs. Chemical Engineering Science 62 (2007) 131-139
10. Hikita H., and Kikukawa H. Liquid-phase mixing in bubble columns: effect of liquid properties. The Chemical Engineering Journal 8 (1974) 191-197
11. Hikita H., Asai S., Tanigawa K., Segawa K., and Kitao M. Gas hold-up in bubble columns. The Chemical Engineering Journal 20 (1980) 59-67
12. Jordan U., and Schumpe A. The gas density effect on mass transfer in bubble columns with organic liquids. Chemical Engineering Science 56 (2001) 6267-6272
13. Joshi J.B., Veera U.P., Prasad C.V., Phanilumar D.V., Deshphande N.S., Thakre S.S., and Thorat B.N. Gas hold-up structures in bubble column reactors. PINSA 64 A (1998) 441-567
14. Kelkar B.G., Phulgaonkar S.R., and Shah Y.T. The effect of electrolyte solutions on hydrodynamics and back mixing characteristics in bubble columns. The Chemical Engineering Journal 27 (1983) 125-133
15. Lau R., Peng W., Velazquez-Vargas L.G., Yang G.Q., and Fan L.S. Gas-liquid mass transfer in high-pressure bubble columns. Industrial and Engineering Chemistry Research 43 (2004) 1302-1311
16. Letzel H.M., Schouten J.C., Krishna R., and van den Bleek C.M. Gas holdup and mass transfer in bubble column reactors operated at elevated pressure. Chemical Engineering Science 54 (1999) 2237-2246
17. Mouza A.A., Dalakoglou G.K., and Paras S.V. Effect of liquid properties on the performance of bubble column reactors with fine porous spargers. Chemical Engineering Science 60 (2005) 1465-1475
18. Nandi S., Badhe Y., Lonari J., Sridevi U., Rao B.S., Tambe S.S., and Kulkarni B.D. Hybrid process modeling and optimization strategies integrating neural networks/support vector regression and genetic algorithms: study of benzene isopropylation on hbeta catalyst. Chemical Engineering Journal 97 (2004) 115-129
19. Reilly I.G., Scott D.S., De Bruijin T.J.W., and Piskorz J. A correlation for gas holdup in turbulent coalescing bubble columns. The Canadian Journal of Chemical Engineering 64 (1986) 705-716
20. Reilly I.G., Scott D.S., De Bruijin T.J.W., and MacIntyre D. The role of gas phase momentum in determining gas holdup and hydrodynamic flow regimes in bubble column operations. The Canadian Journal of Chemical Engineering 72 (1994) 3-12
21. Shaikh A., and Al-Dahhan M. Development of an artificial neural network correlation for prediction of overall gas holdup in bubble column reactors. Chemical Engineering Processing 42 (2003) 599-610
22. Smola A.J., and Scholkopf B. A tutorial on support vector regression. Statistics and Computing 14 (2004) 199-222
23. Tarmy, B.L., Chang, M., Coulaloglou, C.A., Ponzi, P.R., 1984. The three phase hydrodynamic characteristics of the EDS coal liquefaction reactors: their development and use in reactor scaleup. Institution of Chemical Engineers, Symposium series 87, 303-317.
24. Urseanu M.I., Guit R.P.M., Stankiewicz A.G., and Lommen van K.J.H.G.M. Influence of operating pressure on the gas hold-up in bubble columns for high viscous media. Chemical Engineering Science 60 (2003) 1465-1475
25. Vapnik V., Golowich S., and Smola A.J. Support vector method for function approximation, regression estimation and signal processing. Advanced Neural Information Processing System 9 (1996) 281-287
26. Wilkinson P.M., Spek A.P., and van Dierendonck L.L. Design parameters estimation for scale-up of high pressure bubble columns. A.I.Ch.E. Journal 38 4 (1992) 544-554
27. Zahradnik J., Fialova M., Kastanek F., Green K.D., and Thomas N.H. The effect of electrolyte on bubble columns coalescence and gas holdup in bubble column reactors. Transactions of Institution of Chemical Engineers 73 A (1995) 341-346