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Received October 4, 2013
Accepted November 26, 2013
- This is an Open-Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/bync/3.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
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Predicting the velocity distribution of Rushton turbine impeller in mixing of polymeric liquids using fuzzy neural network models
Faculty of Chemical, Petroleum and Gas Engineering, Semnan University, P. O. Box 35195-363, Semnan, I. R. Iran
mjahangiri@semnan.ac.ir
Korean Journal of Chemical Engineering, May 2014, 31(5), 772-779(8), 10.1007/s11814-013-0255-9
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Abstract
Velocity profiles are helpful for the confident design of mixing tanks and chemical reactors in mixing processes. A fuzzy model and an artificial neural network have been presented for accurate prediction of velocity distribution of Rushton turbine impeller (RTI) for the mixing of polymeric liquids in the lower transition region: 35
Keywords
References
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Metzner AB, Taylor JS, AIChE J., 6, 109 (1960)
Doraiswamy D, Grenville RK, Etchells AW, Ind. Eng. Chem. Res., 33(10), 2253 (1994)
Zhang MG, Zhang LH, Jiang B, Yin YG, Li XG, Chin. J. Chem. Eng., 16(5), 686 (2008)
Foucault S, Ascanio G, Tanguy PA, Ind. Eng. Chem. Res., 44(14), 5036 (2005)
Carreau PJ, Chhabra RP, Cheng J, AIChE J., 39, 1421 (1993)
Forschner P, Krebs R, Schneider T, in Scale-up procedures for power consumption of mixing in non-Newtonian fluids, Proc 7th Euro Conf on Mixing, Brugge, Belgium, 161 (1991)
Ulbrecht JJ, Carreau PJ, in Mixing of viscous non-Newtonian liquids in mixing of liquids by mechanical agitation, Ulbrecht JJ, Patterson GK Eds., Gordon and Breach Science, NewYork (1985)
Jahangiri M, Golkar-Narenji MR, Montazerin N, Savarmand S, Chin. J. Chem. Eng., 9(1), 77 (2001)
Jahangiri M, Iran. Polym. J., 17, 831 (2008)
Bird RB, Armstrong RC, Hassager O, Dynamics of polymeric liquids, Fluid Mechanics, 2nd Ed., John Wiley, New York, 1 (1987)
Cheng JY, Carreau PJ, Can. J. Chem. Eng., 72(3), 418 (1994)
Escudie R, Bouyer D, Line A, AIChE J., 50, 86 (2004)
Mao DM, Feng LF, Wang K, Li YL, Can. J. Chem. Eng., 75(2), 307 (1997)
Smith JM, Trans. Inst. Chem. Eng., 68, 3 (1990)
Armenante PM, Luo CG, Chou CC, Fort I, Medek J, Chem. Eng. Sci., 52(20), 3483 (1997)
Perez-Terrazas JE, Ibarra-Junquera V, Rosu HC, Korean J. Chem. Eng., 25(3), 461 (2008)
Zadghaffari R, Moghaddas JS, Revstedt J, Comput. Chem. Eng., 33(7), 1240 (2009)
Rahimi M, Kakekhani A, Alsairafi AA, Korean J. Chem. Eng., 27(4), 1150 (2010)
Koutsakos E, Nienow AW, Dyster KN, fluid mixing IV, IChemE Symp. Bradford, UK, 121, 51 (1990)
Um BH, Hanley TR, Korean J. Chem. Eng., 25(5), 1094 (2008)
Yapici K, Karasozen B, Schafer M, Uludag Y, Chem. Eng. Process., 47, 1340 (2008)
Smith FG, Chem. Eng. Sci., 52(9), 1459 (1997)
Middleton JC, Pierce F, Lynch PM, Chem. Eng. Res. Des., 64, 18 (1986)
Couerbe G, Fletcher DF, Xuereb C, Poux M, Chem. Eng. Res. Des., 86(6A), 545 (2008)
Papanastasiou TC, Boudouvis AG, Comp. Struct., 64, 677 (1997)
Ranade VV, Chem. Eng. Sci., 52(24), 4473 (1997)
Behin J, Bahrami S, Chem. Eng. Process., 59, 1 (2012)
Lelinski D, Allen J, Redden L, Weber A, Miner. Eng., 15, 499 (2002)
Van der Molen K, Van Maanen HRE, Chem. Eng. Sci., 33, 1161 (1978)
Jahangiri M, Iran. Polym. J., 14, 521 (2005)
Schafer M, Hofken M, Durst F, Chem. Eng. Res. Des., 75(8), 729 (1997)
Zarenezhad B, Aminian A, Korean J. Chem. Eng., 28(5), 1286 (2011)
Aminian A, Chem. Eng. J., 162(2), 552 (2010)
Montazerin N, Damangir A, Mirian S, in A new concept for squirrel-cage fan inlet, Proc. Instn. Mech. Eng., 212, 343 (1998)
Johnson DA, Modarress D, Owen FK, Trans. ASME J. Fluids Eng., 106, 5 (1984)
Espinosa-Solares T, Fuente EBDl, Tecante A, Tanguy PA, Chem. Eng. J., 67, 215 (1997)
Takagi T, Sugeno M, IEEE Trans. Sys. Man. Cybern., 15, 116 (1985)
Wang H, Kwonga S, Jinb Y, Wei W, Man KF, Fuzzy Sets. Sys., 149, 149 (2005)
Jin Y, Seelen WV, Sendhoff B, in An approach to rule-based knowledge extraction, Proc. IEEE Conf. Fuzzy Sys., 2, 1188 (1998)
Rojas I, Pomares H, Ortega J, Prieto A, Trans. Man. Cybern., 8, 23 (2000)
Roubos H, Setnes M, Trans. Fuzzy Sys., 9, 516 (2001)
Bezdek JC, Pattern recognition with fuzzy logic objective function algorithm, Plenum Press, New York (1981)
Passino KM, Biomimicry for optimization, control and automation, Springer-Verlag, London (2005)
Stoots CM, Calabrese RV, AIChE J., 41(1), 1 (1995)
Bartels PV, An experimental study on turbulent mixing of viscoelastic fluids, Ph.Thesis D, University of Delft (1988)
Hirata Y, Nienow AW, Moore IP, J. Chem. Eng. Jpn., 27(2), 235 (1994)
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