Abstract
In this chapter, we shall discuss two successful applications of Differential Evolution (DE) on mass transfer problems: (1) Optimization of Liquid Extraction Process, (2) Optimization of a Separation Train of Distillation Columns, and (3) Optimization and Synthesis of Heat Integrated Distillation Column Sequences.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Andrecovich, M. J., and Westerberg, A. W. (1985). An MILP formulation for heat integrated distillation sequence synthesis. A.LCh.E.J., 31, 1461–1474.
Androulakis, I. P. Venkatasubramanian, V. (1991). A genetic algorithm framework for process design and optimization. Computers Chemical Engineering, 15(4), 217–228.
Angira, Rakesh and Babu, B.V. (2003). Evolutionary Computation for Global Optimization of Non-Linear Chemical Engineering Processes. Proceedings of International Symposium on Process Systems Engineering and Control (ISPSEC ‘03)- For Productivity Enhancement through Design and Optimization, IIT-Bombay, Mumbai, January 3–4, 2003, Paper No. FMA2, pp 87–91. (Also available via Internet as.pdf file at http://bvbabu.50megs.com)/custom.html/#56.
Babu, B. V. and Angira, Rakesh (2001a). Optimization of Non-linear functions using Evolutionary Computation. Proceedings of 12 th ISME Conference, Chennai, India, Jan, 10–12, 153–157. (Also available via Internet as.pdf file at http://bvbabu.50megs.com)/custom.html/#34.
Babu, B. V. and Angira, Rakesh (200 lb). Optimization of thermal cracker operation using Differential Evolution. Proceedings of 54th Annual Session of IIChE (CHEMCON2001), CLRI, Chennai, December 19–22, 2001. (Also available via Internet as.pdf file at http://bvbabu.50megs.com/custom.html/#38) Application No. 20, Homepage of Differential Evolution, the URL of which is: http://www.icsi.berkeley.edu/~storn/code.html
Babu, B. V., and Sastry, K.K.N. (1999). Estimation of heat transfer parameters in trickle bed reactors using differential evolution and orthogonal collection. Computers and chemical engineering, 23, 327–333. (Also available via Internet as.pdf file at http://bvbabu.50megs.com/custom.html/#24) Application No. 13, Homepage of Differential Evolution, the URL of which is: http://www.icsi.berkeley.edu/~stom/code.html
Babu, B.V. and Angira, Rakesh (2002a). Optimization of Non-Linear Chemical Processes Using Evolutionary Algorithm. Proceedings of International Symposium 55th Annual Session of IIChE (CHEMCON-2002), OU, Hyderabad, December 19–22. (Also available via Internet as.pdf file at http://www.bvbabu.50megs.com/custom.html/#54).
Babu, B.V. and Angira, Rakesh (2002b). A Differential Evolution Approach for Global Optimization of MINLP Problems. Proceedings of 4th Asia-Pacific Conference on Simulated Evolution And Learning (SEAL’02), Singapore, November 18–22, 2002, Vol. 2, pp 866–870. (Also available via Internet as.pdf file at http://bvbabu.50megs.com)/custom.html/#46.
Babu, B.V. and Chaturvedi, Gaurav (2000). Evolutionary Computation strategy for optimization of an Alkylation Reaction. Proceedings of International Symposium 53rd Annual Session of IIChE (CHEMCON-2000), Science City, Calcutta, December 18–21, 2000. (Also available via Internet as.pdf file at http://bvbabu.50megs.com/custom.html/#31) Application No. 19, Homepage of Differential Evolution, the URL of which is: http://www.icsi.berkeley.edu/-storn/code.html
Babu, B.V., and Gautam, K. (2001). Evolutionary Computation for Scenario-Integrated Optimization of Dynamic Systems. Proceedings of International Symposium 54th An- nual Session of IIChE (CHEMCON-2001), CLRI, Chennai, December 19–22, 2001. (Also available via Internet as.pdf file at http://bvbahu.50megs.com/custom.htrnl/#39)
Babu, B.V., Angira, Rakesh, and Nilekar, Anand (2002). Differential Evolution for Optimal Design of an Auto-Thermal Ammonia Synthesis Reactor. Communicated to Computers Chemical Engineering, 2002.
Cheng, S. H. and Liu, Y. A. (1988). Studies in chemical process design and synthesis. Ind. Engng Chem. Res., 27, 230–241.
Chiou, J. P. and Wang, F. S. (1999). Hybrid method of evolutionary algorithms for static and dynamic optimization problems with application to a fed-batch fermentation process. Computers Chemical Engineering, 23 (9), 1277–1291.
Douglas, J. M. (1988). The conceptual design of chemical process. New York. McGraw-Hill.
Edgar, T. F. Himmelblau, D. M. (1989). Optimization of Chemical Processes. Singapore, McGraw-Hill, Inc., Page Nos. 534–539.
Edwards, K., Edgar, T. F., and Maousiouthakis, V. I. (1998). Kinetic model reduction using genetic algorithms. Computers Chemical Engineering, 22, 239.
Gutheri, K.M. (1969). Capital cost estimating. Chem. Engg., 24, 114–135.
Hartland, S., and Mecklenburgh, J. C. (1975). The Theory of Backmixing, Wiley, New York. Chap. 10.
Isia, M. A., and Xerda, J. (1988). A heuristic method for the synthesis of heat integrated distillation system. Chem. Engng J., 37(3), 161–177.
Jackson, P. J. (1977). Ph.D. Thesis. Monash University, Victoria, Australia.
Jackson, P. J., and Agnew, J. B. (1980). A model based Scheme for the On-line Optimiza- tion of a Liquid Extraction Process. Computers Chemical Engineering, 4, 241.
Jaroslav, J., and Radim Ptacnlk (1988). Synthesis of heat integrated rectification systems. Computers and chemical engg., 12 (5), 427–432.
Kravanja, Z., and Grossman, I.E. (1990). PROSYN–an MINLP process synthesizer. Computers and chemical engg., 14, 1363–1378.
McKay, B., Willis, M., and Barton, G. (1997). Steady state modeling of chemical process systems using genetic programming. Computers Chemical Engineering, 21, 981.
Ponton, J. W., and Donaldson, R. A. B. (1974). A fast method for the synthesis of optimal heat exchanger networks. Chemical Engineering Science,29, 2375–2377.
Price, K. and Storn, R. (1997). Differential evolution. Dr. Dobbs Journal, April, 18–22. Rong, B. G., Hu, Y. D., Zheng, Zhou, S. Q., and Han, F. Y. (1996). A hierarchical method to the synthesis of heat-integrated distillation flowsheets. Praha. Czech. Paper no. h5[508].
Schembecker, G., Schuttenhelm, W., and Simmrock, K. H. (1994). Cooperating knowledge integrating system for the systhesis of energy-integrated distillation process. Computers Chemical Engineering, 18 (Suppl), S131 - S135.
Schuttenhelm, W., and Simmrock, K. H. (1992). Knowledge based synthesis of energy integrated distillation column and sequences. Inst. Chem. Engng Symp., 28, A461 - A480.
Smith, B.D. (1967). Design of equilibrium stage processes. New York. McGraw-Hill.
Storn, R. and K. Price (1997). Differential Evolution: A simple and Efficient Heuristic for global optimization over continuous spaces. Journal of Global Optimization, 11, 341.
Wang, Kefeng, Qian, yu, Yuan Yi and Ping Jing Yao (1998). Synthesis and optimization of heat integrated distillation systems using improved genetic algorithm. Computers and chemical engg. 23, 125–136.
Yee, T. F., Grossmann, I. E., and Kravanja, A. (1990). Simultaneous optimization model for multicomponent separation. Computers Chemical Engineering, 14, 1185–1200.
Zdravko, K., and Grossmann, I. E. (1997). Multilevel-hierarchical MINLP synthesis of process flow sheets. Computers and Chemical Engineering, 21 (Suppl), 421–426.
Zorka, N., Zdravko, K., Grossmann, I. E. (1994). Simultaneous optimization model for multicomponent separation. Computers and Chemical Engineering, 18 (Suppl), S125- S129.
Rights and permissions
Copyright information
© 2004 Springer-Verlag Berlin Heidelberg
About this chapter
Cite this chapter
Babu, B.V. (2004). Applications in Mass Transfer. In: New Optimization Techniques in Engineering. Studies in Fuzziness and Soft Computing, vol 141. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-39930-8_10
Download citation
DOI: https://doi.org/10.1007/978-3-540-39930-8_10
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-05767-0
Online ISBN: 978-3-540-39930-8
eBook Packages: Springer Book Archive