Modeling and optimization of cross-flow ultrafiltration using hybrid neural network-genetic algorithm approach

Journal of Industrial and Engineering Chemistry

Volumn 20, Issue 2, 2014, Pages 528-543

  Badrnezhad, Ramin ^a   Mirza, Behrooz ^b  

^a AMIRKABIR UNIVERSITY OF TECHNOLOGY   (Iran)

^b ISLAMIC AZAD UNIVERSITY   (Iran)

Author keywords

Artificial neural network; Genetic algorithm; Industrial oily wastewater; Sensitivity analysis; Ultrafiltration

Indexed keywords

CORRELATION COEFFICIENT; CROSS-FLOW ULTRAFILTRATION; HYBRID NEURAL NETWORK-GENETIC ALGORITHM; MODELING AND OPTIMIZATION; OILY WASTEWATER; OPTIMIZATION ALGORITHMS; POLYACRYLONITRILE (PAN); PROCESS INPUT VARIABLES;

MICROFILTRATION; NEURAL NETWORKS; OPTIMIZATION; SENSITIVITY ANALYSIS; THERMOMECHANICAL PULPING PROCESS; ULTRAFILTRATION; WASTEWATER TREATMENT; WATER FILTRATION;

GENETIC ALGORITHMS;

EID: 84891846636     PISSN: 1226086X     EISSN: 22345957     Source Type: Journal    
DOI: 10.1016/j.jiec.2013.05.012     Document Type: Article

References (92)

1. Shokrkar H., Salahi A., Kasiri N., Mohammadi T. Chemical Engineering Research and Design 2012, 90:846.
2. Peters T. Chemical Engineering and Technology 2010, 33:1233.
3. Salahi A., Abbasi M., Mohammadi T. Desalination 2010, 251:153.
4. Salahi A., Gheshlaghi A., Mohammadi T., Madaeni S.S. Desalination 2010, 62:235.
5. Cheryan M., Rajagopalan N. Journal of Membrane Science 1998, 151:13.
6. Srijaroonrat P., Julien E., Aurelle Y. Journal of Membrane Science 1999, 159:11.
7. Hafidi A., Pioch D., Teyssier M.L., Ajana H. European Journal of Lipid Science and Technology 2004, 106:152.
8. Nandi S., Mukherjee P., Tambe S.S., Kumar R., Kulkarni B.D. Industrial & Engineering Chemistry Research 2002, 41:2159.
9. Marchese J., Ocheoa N.A., Pagliero C., Almandoz C. Environmental Science Technology 2000, 34:2990.
10. Chen H., Kim A.S. Desalination 2006, 192:415.
11. Ahmadi M.A., Shadizadeh S.R. Neural Computing and Applications 2013, doi:101007/s00521-012-0984-4.
12. Ghandehari S., Montazer-Rahmati M.M., Asghari M. Desalination 2011, 277:348.
13. Soleimani R., Shoushtari N.A., Mirza B., Salahi A. Chemical Engineering Research and Design 2000, 10.1016/j.cherd.2012.08.004.
14. Dornier M., Decloux M., Trystram G. Journal of Membrane Science 1995, 98:263.
15. Bowen W.R., Jones M.G., Yousef H.N.S. Journal of Membrane Science 1998, 146:225.
16. Hamachi M., Cabassud M., Davin A., Peuchot M.M. Chemical Engineering and Processing 1999, 38:203.
17. Bhattacharjee C., Singh M. Chemical Engineering and Technology 2002, 25:1187.
18. Razavi M.A., Mortazavi A., Mousavi M. Journal of Membrane Science 2003, 220:47.
19. Razavi M.A., Mousavi M., Mortazavi A. Chemical Engineering Science 2003, 58:4185.
20. Razavi M.A., Mortazavi A., Mousavi M. International Journal of Dairy Technology 2004, 14:69.
21. Aydiner C., Demir I., Yildiz E. Journal of Membrane Science 2005, 248:53.
22. Chellam S. Journal of Membrane Science 2005, 258:35.
23. Rai P., Majumdar G.C., DasGupta S., De S. Journal of Food Engineering 2005, 71:273.
24. Curcio S., Calabro V., Iorio G. Journal of Membrane Science 2006, 286:125.
25. Sahoo G.B., Ray C. Journal of Membrane Science 2006, 283:147.
26. Ni Mhurchu J., Foley G. Journal of Membrane Science 2006, 281:325.
27. Cheng L.H., Cheng Y.F., Chen J. Journal of Membrane Science 2008, 308:54.
28. Purkait M.K., Dinesh Kumar V., Maity D. Chemical Engineering Journal 2009, 151:275.
29. Guadix A., Zapata J.E., Almecija M.C., Guadix E.M. Desalination 2010, 250:1118.
30. Nandi B.K., Moparthi A., Uppaluri R., Purkait M.K. Chemical Engineering Research and Design 2010, 88:881.
31. Xi X., Cui Y., Wang Z., Qian J., Wang J., Yang L., Zhao S. Desalination 2011, 272:27.
32. Salehi F., Razavi S.M.A. Desalination and Water Treatment 2012, 41:95.
33. Nandi S., Ghosh S., Tambe S.S., Kulkarni B.D. AIChE Journal 2001, 47:126.
34. Istadi I., Amin N.A.S. Chemical Engineering Science 2007, 62:6568.
35. Cong T., Su G., Qiu S., Tian W. Progress in Nuclear Energy 2013, 62:54.
36. Chow T.T., Zhang G.Q., Lin Z., Song C.L. Energy and Buildings 2002, 34:103.
37. Hou Z., Kefa C., Jianbo M. Fuel 2001, 80:2163.
38. Madaeni S.S., Hasankiadeh N.T., Kurdian A.R., Rahimpour A. Separation and Purification Technology 2010, 76:33.
39. Farshad F., Iravaninia M., Kasiri N., Mohammadi T., Ivakpour J. Chemical Engineering Journal 2011, 173:11.
40. Reihanian M., Asadullahpour S.R., Hajarpour S., Gheisari Kh. Material & Design 2011, 32:3183.
41. Wang Z.G., Wan L.S., Xu Z.K. Journal of Membrane Science 2007, 304:8.
42. Standard Methods for the Examination of Water and Wastewater, 20th ed., American Public Health Association/American Water Works Association/Water Environment Federation, Washington DC, USA, 2001.
43. Montgomery D.C. Design Analysis of Experiments 1991, John Wiley & Sons, New York. 3rd ed.
44. McCulloch W., Pitts W. Bulletin of Mathematical Biology 1943, 7:115.
45. Lahiri S.K., Ghanta K.C. Chemical Engineering Science 2008, 63:1497.
46. Alamolhoda S., Kazemeini M., Zaherian A., Zakerinasab M.R. Journal of Industrial and Engineering Chemistry 2012, 18:2059.
47. Asl S.M.H., Ahmadi M., Ghiasvand M., Tardast A., Katal R. Journal of Industrial and Engineering Chemistry 2012, 10.1016/j.jiec.2012.12.001.
48. Yousefi F., Karimi H. Journal of Industrial and Engineering Chemistry 2012, 10.1016/j.jiec.2012.09.001.
49. Izadkhah B., Nabavi S.R., Niaei A., Salari D., Mahmuodi Badiki T., Çaylak N. Journal of Industrial and Engineering Chemistry 2012, 18:2083.
50. Damour C., Benne M., Boillereaux L., Grondin-Perez B., Chabriat J.P. Journal of Industrial and Engineering Chemistry 2010, 16:708.
51. Mohammadi A.H., Richon D. Chemical Engineering Science 2010, 65:3352.
52. Eslamimanesh A., Gharagheizi F., Mohammadi A.H., Richon D. Chemical Engineering Science 2011, 66:3039.
53. Mohammadi A.H., Belandria V., Richon D. Chemical Engineering Science 2010, 65:4302.
54. Mohammadi A.H., Marti'nez-Lo'pez J.F., Richon D. Chemical Engineering Science 2010, 65:6059.
55. Mohammadi A.H., Richon D. Industrial & Engineering Chemistry Research 2008, 47:8499.
56. Chapoy A., Mohammadi A.H., Richon D. Oil and Gas Science Technology 2007, 62:701.
57. Engelbrecht A.P. Computational Intelligence: an Introduction 2007, John Wiley & Sons, University of Pretoria South Africa. Second ed.
58. Gupta M.M., Jin L., Homma N. Static and Dynamic Neural Networks: From Fundamentals to Advanced Theory 2003, John Wiley & Sons, New Jersey.
59. Farno E., Ghadimi A., Kasiri N., Mohammadi T. Separation and Purification Technology 2011, 81:400.
60. Baughman D.R., Liu Y.A. Neural Network in Bioprocessing and Chemical Engineering 1995, Academic Press, San Diego, CA.
61. Freeman J.A., Skapura D.M. Neural Networks Algorithms, Applications and Programming Techniques 1992, Addison-Wesley, Reading, MA, USA.
62. Haykin S. Neural Networks: A Comprehensive Foundation 1994, Macmillan College Co, New York, USA.
63. Mehra P., Wah B.W. Artificial Neural Networks: Concepts and Theories 1992, IEEE Press, Los Alamitos, CA, USA.
64. Holland J.H. Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control and Artificial Intelligence 1975, University of Michigan Press, Ann Arbor, MI.
65. Sivanandam S.N., Deepa S.N. Introduction to Genetic Algorithms 2008, Springer-Verlag, Berlin, Heidelberg.
66. Beale M.H., Hagan M.T., Demuth H.B. Neural Network Toolbox™: User's Guide 2012, The MathWorks Inc.
67. Salooki M.K., Abedini R., Adib H., Koolivand H. Separation and Purification Technology 2011, 82:1.
68. Hagan M.T., Demuth H.B., Beale M.H. Neural Network Design 1996, PWS Publishing, Boston, MA.
69. Levenberg K. Journal of Applied Mathematics 1944, 2:164.
70. Foresee F.D., Hagan M.T. Proceedings of the 1997 International Joint Conference on Neural Networks 1997, 1930.
71. MacKay D.J.C. Neural Computation 1992, 4:415.
72. Shirazi Y., Farno E., Shad Majareh H., Sadrzadeh M., Mohammadi T., Kasiri N. Separation Science Technology 2012, 47:1472.
73. Flood I., Kartam N. Journal of Computing in Civil Engineering 1994, 8:131.
74. Baughman D.R., Liu Y.A. Neural Network in Bioprocessing and Chemical Engineering 1995, Academic Press, San Diego, CA, USA.
75. Sarkar B., Sengupta A., De S., DasGupta S. Separation and Purification Technology 2009, 65:260.
76. Hamby D.M. Environmental Monitoring and Assessment 1994, 32:135.
77. Hopfe C.J., Hensen J.L.M., Plokker W. Proceedings of the 1st Int. IBPSA Germanny/Austria Conf. BauSIM 2006, 3.
78. Press W.H., Teukolsky S.A., Vetterling W.T., Flannery B.P. Numerical Recipies in C++ 2002, Cambridge University Press, Cambridge.
79. Gibbons J.D. Nonparametric Statistical Inference 1985, Marcel Dekker, New York. 2nd ed.
80. Hays W.L. Statistics 1981, CBS College Publishing, New York. 3rd ed.
81. McNemar Q. Psychological Statistics 1969, Wiley, New York. 4th ed.
82. Siegel S., Castellan N.J. Nonparametric Statistics for the Behavioral Sciences 1988, McGraw-Hill, New York. 2nd ed.
83. Kendall M.G. Rank Correlation Methods 1948, Griffin, London. 1st ed.
84. Olds E.G. Mathematical Methods of Statistics 1949, 20:117.
85. Hotelling H., Pabst M.R. Mathematical Methods of Statistics 1936, 7:29.
86. Chamkalani A., Amani M., Kiani M.A., Chamkalani R. Fluid Phase Equilibrium 2013, 339:72.
87. Abbasi M., Mirfendereski M., Nikbakht M., Golshenas M., Mohammadi T. Desalination 2010, 259:169.
88. Salahi A., Mohammadi T., Rahmatpour A., Rekabdar F. Desalination Water Treatment 2009, 6:289.
89. Salahi A., Badrnezhad R., Abbasi M., Mohammadi T., Rekabdar F. Desalination Water Treatment 2011, 28:1.
90. Abbasi M., Salahi A., Mirfendereski M., Mohammadi T., Rekabdar F., Hemmati M. Desalination Water Treatment 2012, 37:21.
91. Salahi A., Mohammadi T. Water Science Technology 2011, 63:1476.
92. Mohammadi T., Esmaeelifar A. Journal of Membrane Science 2005, 254:129.