Skip to main content

Part of the book series: Studies in Fuzziness and Soft Computing ((STUDFUZZ,volume 141))

  • 2164 Accesses

Abstract

In this chapter, we shall discuss two successful applications of Genetic Algorithms (GA) and Differential Evolution (DE) on heat transfer problems: (1) Estimation of heat transfer parameters in trickle bed reactors, and (2) Optimal design of shelland-tube heat exchanger.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 169.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 219.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 219.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

Similar content being viewed by others

References

  • Acton, F. S. (1970). Numerical methods that work. Harper& Row, New York.

    MATH  Google Scholar 

  • Angira, R. 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, ITT-Bombay, Mumbai, January 3–4, 2003, Paper No. FMA2, pp 87–91 (2003). (Also available via Internet as.pdf file at http://bvbabu.50megs.com/custom.himl/#56.

  • Babu, B.V. (1993). Hydrodynamics and heat transfer in single-phase liquid and two-phase gas-liquid co-current downflow through packed bed columns. Ph.D. thesis. IIT, Bombay.

    Google Scholar 

  • Babu, B.V. (2001). “Evolutionary Computation-At a Glance” NEXUS, Annual Magazine of Engineering Technology Association, BITS, Pilani, 3–7, 2001. Also available via Internet as.pdf file at http://bvbabu.50megs.com/custom.html/#36.

    Google Scholar 

  • Babu, B.V. and Angira, R. (2001a). “Optimization of Non-Linear Functions Using Evolutionary Computation”, Proceedings of 12th ISME Conference on Mechanical Engineering, Crescent Engineering College, Chennai, January 10–12, 2001, Paper No. CT07, 153–157. Also available via Internet as.pdf file at http://bvbabu.50megs.com/custom.html/#34.

    Google Scholar 

  • Babu, B.V. and Angira, R. (2001b). “Optimization of Thermal Cracker Operation using Differential Evolution”, Proceedings of International Symposium & 54 th Annual Session of IIChE (CHEMCON-2001), CLRI, Chennai, December 19–22, 2001. Also available via Internet as.pdf file at http://www.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 Angira, R. (2002a). “A Differential Evolution Approach for Global Optimization of MINLP Problems”, Proceedings of 4th Asia-Pacific Conference on Simulated Evolution And Learning (SEAL-2002), Singapore, November 18–22, 2002 Paper No. 1033, Vol. 2, pp 880–884. (Also available via Internet as.pdf file at http://bvbabu.50megs.com/custom.html/#46 ).

    Google Scholar 

  • Babu, B.V. and Angira, R. (2002b). “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, 2002. (Also available via Internet as.pdf file at http://www.bvbabu.50megs.com/custom.html/#54

  • Babu, B.V. and Chaturvedi, G. (2000). “Evolutionary Computation strategy for optimization of an Alkylation Reaction”, Proceedings of International Symposium & 53 rd 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 & 54 th Annual Session of IIChE (CHEMCON-2001), CLRI, Chennai, December 19–22, 2001. Also available via Internet as.pdf file at http://bvbabu.50megs.com/custom.html/#39 & Application No. 21, Homepage of Differential Evolution, the URL of which is: http://www.icsi.berkeley.edu/-storn/code.html.

  • Babu, B.V. and Mohiddin, S.B. (1999). “Automated Design of Heat Exchangers using Artificial Intelligence based Optimization”, Proceedings of International Symposium & 52nd Annual Session of IIChE (CHEMCON-1999), Panjab University, Chandigarh, December 20–23, 1999. Also available via Internet as.htm file at http://bvbabu.50megs.com/custom.html/#27.

    Google Scholar 

  • Babu, B.V. and Munawar, S.A. (2000). “Differential Evolution for the Optimal Design of Heat Exchangers”, Proceedings of All India Seminar on Chemical Engineering Progress on Resource Development: A Vision 2010 and Beyond, organized by IE (I), Orissa State Centre Bhuvaneshwar, March 13, 2000. Also available via Internet as.pdf file at http://bvbabu.50megs.com/custom.html/#28.

    Google Scholar 

  • Babu, B.V. and Munawar, S.A. (2001). “Optimal Design of Shell-and-Tube Heat Exchangers using Different Strategies of Differential Evolution”, PreJournal.com - The Faculty Lounge, Article No. 003873, posted on website Journal http://www.prejournal.com, March 03, 2001. Also available via Internet as .pdf file at http://bvbabu.50megs.com/custom.html/#35 & Application No. 18, Homepage of Differential Evolution, the URL of which is: http://www.icsi.berkeley.edu/~storn/code.html.

  • Babu, B.V. and Rao, V.G. (1998). “Prediction of effective bed thermal conductivity and wall-to-bed heat transfer co-efficient in a packed bed under no flow conditions”. Journal of Energy, Heat and Mass Transfer, 20, 43–50. Also In: Proceedings of the IstISHM1- ASME HMI Conf. (pp. 715–721), TMH Publishing Company Limited, New Delhi (1994).

    Google Scholar 

  • Babu, B.V. and Sastry, K.K.N. (1999). “Estimation of Heat Transfer Parameters in a Trickle Bed Reactor using Differential Evolution and Orthogonal Collocation”, Computers & Chemical Engineering, 23, 327–339. 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/-storn/code.htm1/-storn/code.htm1

    Google Scholar 

  • Babu, B.V. and Singh, R.P. (2000). “Optimization and Synthesis of Heat Integrated Distillation Systems Using Differential Evolution”, Proceedings of All India Seminar on Chemical Engineering Progress on Resource Development: A Vision 2010 and Beyond, organized by IE (I), Orissa State Centre Bhuvaneshwar, March 13, 2000.

    Google Scholar 

  • Babu, B.V. and Vivek, N. (1999). “Genetic Algorithms for Estimating Heat Transfer Parameters in Trickle Bed Reactors”, Proceedings of International Symposium &.52nd Annual Session of IIChE (CHEMCON-99), Panjab University, Chandigarh, December 20–23, 1999. Also available via Internet as.htm file at http://www.bybabu.50megs.com/custom.html/#26.

    Google Scholar 

  • Babu, B.V., Angira, R. and Nilekar, A. (2002). “Differential Evolution for Optimal Design of an Auto-Thermal Ammonia Synthesis Reactor”, Computers & Chemical Engineering (Communicated).

    Google Scholar 

  • Boender, C.G.E. and Romeijn, H.E. (1995). “Stochastic methods”. In: R. Horst, & P. M. Pardalos, (Eds.), Handbook of global optimization (pp. 829–869 ). Dordrecht: Kluwer Publishers.

    Google Scholar 

  • Bosch, B.V.D. and Hellinckx, L. (1974). “A new method for the estimation of parameters in differential equations”. American Institute of Chemical Engineers Journal, 20, 250255.

    Google Scholar 

  • Bosch, B.V.D. and Padmanabhan, L. (1974). “Use of orthogonal collocation methods for the modeling of catalyst particles - II: Analysis of stability”. Chemical Engineering Science, 29, 805–810.

    Google Scholar 

  • Carey, G.F. and Finlayson, B.A. (1975). “Orthogonal collocation on finite elements”. Chemical Engineering Science, 30, 587–596.

    Article  Google Scholar 

  • Cash, J.R. and Karp, A.H. (1990). “A variable order Runge-Kutta method for initial value problems with rapidly varying right-hand sides”. ACM Transactions in Mathematics and Software, 16, 201–222.

    Article  MathSciNet  MATH  Google Scholar 

  • Chakraborti, C. and Sastry, K.K.N. (1997). “Genetic algorithm–an efficient alternative for proving logical arguments”. Evonews, 5, 17–18.

    Google Scholar 

  • Chakraborti, C. and Sastry, K.K.N. (1998). “The genetic algorithms approach for proving logical arguments in natural language”. In: J. R. Koza, W. Banzhaf, K. Chellapilla, K. Deb, M. Dorigo, D. B. Fogel, M. H. Garzon, D. E. Goldberg, H. Iba, & R. Riolo (Eds.), Genetic programming 1998: Proceedings of the 3rd Annual Conference. (pp. 463–470 ): San Mateo, CA. Morgan Kaufmann.

    Google Scholar 

  • 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, 1277–1291.

    Article  Google Scholar 

  • Coberly, C.A. and Marshall, W.R. (1951). “Temperature gradients in gas streams flowingthrough fixed granular bed”. Chemical Engineering Progress, 47 (3), 141–150.

    Google Scholar 

  • Crine, M. (1982). “Heat transfer phenomena in trickle-bed reactors”. Chemical Engineering Communications, 19, 99–114.

    Article  Google Scholar 

  • Davis, L., (1991). Handbook of genetic algorithms. Van Nostrand Reinhold, New York.

    Google Scholar 

  • Dollena S.H, David M.A. and Arnold J.S. (2001). “Determining the number of components in mixtures of linear models”. Computational Statistics & Data Analysis, 38, 15–48.

    Article  MathSciNet  MATH  Google Scholar 

  • Ferguson, N.B. and Finlayson, B.A. (1970). “Transient chemical reaction analysis by orthogonal collocation”. Chemical Engineering Journal, 1, 327–335.

    Article  Google Scholar 

  • Finlayson, B.A. (1971). “Packed bed reactor analysis by orthogonal collocation”. Chemical Engineering Science, 26, 1081–1091.

    Article  Google Scholar 

  • Finlayson, B.A. (1972). The method of weighted residuals and variational principles. Academic Press, New York.

    MATH  Google Scholar 

  • Finlayson, B.A. (1980). Nonlinear analysis in chemical engineering, Chemical Engineering Series. McGraw-Hill International, New York.

    Google Scholar 

  • Froment, G.F. (1967). Fixed bed catalytic reactors: Current design status. Industrial & Engineering Chemistry–Research, 59 (2), 18–27.

    Article  Google Scholar 

  • Goldberg, D.E. (1989). Genetic algorithms in search, optimization, and machine learning. Addison-Wesley, Reading, MA.

    Google Scholar 

  • Goodson, R.E. and Polis, M.P. (1974). Identification of parameters in a distributed systems. A.S.M.E., New York.

    Google Scholar 

  • Hashimoto, K., Muroyama, K., Fujiyoshi, K. and Nagata, S. (1976). “Effective radial thermal conductivity in co-current flow of a gas and liquid through a packed bed”. International Journal of Chemical Engineering. 16, 720–727.

    Google Scholar 

  • Joshi, R. and Sanderson, A.C. (1999). “Minimal representation multi-sensor fusion using differential evolution”. IEEE Transactions on Systems, Man and Cybernetics, Part A 29, 63–76.

    Google Scholar 

  • Karanth, N.G. and Hughes, R. (1974). “Simulation of an adiabatic packed bed reactor”. Chemical Engineering Science, 29, 197–205.

    Article  Google Scholar 

  • Kyprianou, A., Worden, K. and Panet, M. (2001). “Identification of hysteretic systems using the differential evolution algorithm”. Journal of Sound and Vibration, 248 (2), 289–314.

    Article  Google Scholar 

  • Lamine, A.S., Gerth, L., Le Gall, H. and Wild, G. (1996). “Heat transfer in a packed bed reactor with co-current downflow of a gas and a liquid”. Chemical Engineering Science, 51, 3813–3827.

    Article  Google Scholar 

  • Lee, M.H., Han, C. and Chang, K.S. (1999). “Dynamic optimization of a continuous polymer reactor using a modified differential evolution”. Industrial & Engineering Chemistry Research, 38 (12), 4825–4831.

    Article  Google Scholar 

  • Lu, J.C. and Wang, F.S. (2001). “Optimization of Low Pressure Chemical Vapour Deposition Reactors Using Hybrid Differential Evolution”. Canadian Journal of Chemical Engineering, 79 (2), 246–254.

    Article  Google Scholar 

  • Manish, C.T., Yan Fu, and Urmila, M.D. (1999). “Optimal design of heat exchangers: A genetic algorithm framework” Industrial & Engineering Chemistry Research, 38, 456–467.

    Article  Google Scholar 

  • Maria, G. (1998). “ARS and short-cut techniques for process model identification and monitoring”. FOCAPO98 Conference Snowbird.

    Google Scholar 

  • Matsuura, A., Hitaka, Y., Akehata, T. and Shirai, T. (1979a). “Apparent wall heat transfer coefficient in packed beds with downward cocurrent gas-liquid flow”. Heat Transfer–Japanese Research, 8, 53–60.

    Google Scholar 

  • Matsuura, A., Hitaka, Y., Akehata, T. and Shirai, T. (1979b). “Effective radial thermal conductivity in packed beds with downward cocurrent gas-liquid flow”. Heat Transfer - Japanese Research, 8, 44–52.

    Google Scholar 

  • Moms, R., Kalies, H., Rex, H.G. and Schaffarczyk, St. (1996). “A genetic algorithm for generating initial parameter estimations for kinetic models of catalytic processes”. Computers & Chemical Engineering, 20, 1257–1270.

    Article  Google Scholar 

  • Muroyama, K., Hashimoto, K. and Tomita, T. (1978). “Heat transfer from wall in gasliquid cocurrent packed beds”. Heat Transfer–Japanese Research, 7, 87–93.

    Google Scholar 

  • Perlmutter, D.D. (1972). Stability of chemical reactors. Prentice-Hall Publication, Englewood Cliffs, New Jersey.

    Google Scholar 

  • Perry, R.H. and Green, D. (1993). Perry’s Chemical Engineers’ Handbook, 6th ed., McGraw Hill International Editions, New York.

    Google Scholar 

  • Polis, M.P., Goodson, R.E. and Wozny, M.J. (1973). “Identification of parameters in a distributed systems”. Automatica, 9, 53–58.

    Article  Google Scholar 

  • Press, W.H., Teukolsky, S.A., Vellerling, W.T. and Flannery, B.P. (1996). Numerical recipes in C: The art of scientific computing. (2nd ed.), Cambridge University Press, Cambridge.

    Google Scholar 

  • Price, K. and Storn, R. (1997). “Differential Evolution - A simple evolution strategy for fast optimization”, Dr. Dobb’s Journal, 22 (4), 18–24 & 78.

    Google Scholar 

  • Price, K. and Storn, R. (2002). Home Page on Differential Evolution as on July 2002.http://www.ICSI.Berkeley.edu/~storn/code.html.

  • Ralston, A. and Rabinowitz, P. (1978). A first course in numerical analysis. McGraw-Hill, New York.

    MATH  Google Scholar 

  • Sastry, K.K.N., Behera, L. and Nagrath, I.J. (1998). “Differential evolution based fuzzy logic controller for nonlinear process control”, Fundamenta Informaticae: Special Issue on Soft Computation.

    Google Scholar 

  • Sinnott, R.K. (1993). Coulson & Richardson’s Chemical Engineering (Design), 6, 2nd ed., Pergamon Press, New York.

    Google Scholar 

  • Smith, J.M. (1973). “Heat & mass transfer effects in fixed bed reactors”, Chemical Engineering Journal, 5, 109–118.

    Article  Google Scholar 

  • Sorenson, J.P., Guertin, E.W. and Stewart, W.E. (1973). “Computational models for cylindrical catalyst particle”. American Institute of Chemical Engineers Journal, 19, 969–975.

    Google Scholar 

  • Specchia, V. and Baldi, G. (1979). “Heat transfer in trickle bed reactors”. Chemical Engineering Communications, 3, 483–499.

    Article  Google Scholar 

  • Storn, R. (1995). “Differential evolution design of an IIR-filter with requirements for magnitude and group delay”, International Computer Science Institute, TR-95–018.

    Google Scholar 

  • Tsang, T.H., Edgar, T.F. and Hougen, J.O. (1976). “Estimation of heat transfer parameters in a packed bed”. Chemical Engineering Journal, 11, 57–66.

    Article  Google Scholar 

  • Upreti, S.R. and Deb, K. (1997). “Optimal design of an ammonia synthesis reactor using genetic algorithms”. Computers & Chemical Engineering, 21, 87–93.

    Article  Google Scholar 

  • Villadsen, J. and Michelsen, M.L. (1978). Solution of differential equation models by polynomial approximation. Prentice- Hall Publishers, Englewood Cliffs, New Jersey.

    Google Scholar 

  • Villadsen, J.V. and Stewart, W.E. (1967). “Solution of boundary-value problems by orthogonal collocation”. Chemical Engineering Science, 22, 1483–1501.

    Article  Google Scholar 

  • Wang, F.S. and Cheng, W.M. (1999). “Simultaneous optimization of feeding rate and operation parameters for fed-batch fermentation processes”, Biotechnology Progress, 15 (5), 949–952.

    Article  Google Scholar 

  • Wang, F.S., Jing, C.H. and Tsao, G.T. (1998). “Fuzzy-decision-making problems of fuel ethanol production using genetically engineered yeast”, Industrial & Engineering Chemistry Research, 37, 3434–3443.

    Article  Google Scholar 

  • Wang, F.S., Su, T.L. and Jang, H.J. (2001). “Hybrid Differential Evolution for Problems of Kinetic Parameter Estimation and Dynamic Optimization of an Ethanol Fermentation Process”. Industrial & Engineering Chemistry Research, 40 (13), 2876–2885.

    Article  Google Scholar 

  • Weekman, V. W. and Myers, J. E. (1965). “Heat transfer characteristics of concurrent gasliquid flow in packed beds”. American Institute of Chemical Engineers Journal, 11, 13–17.

    Article  Google Scholar 

  • Wolf, D. and Moros, R. (1997). “Estimating rate constants of heterogeneous catalytic reactions without supposition of rate determining surface steps — an application of genetic algorithm”. Chemical Engineering Science, 52, 1189–1199.

    Article  Google Scholar 

  • Young, L.C. and Finlayson, B. A. (1973). “Axial dispersion in non isothermal packed bed chemical reactors”. Industrial & Engineering Chemistry Fundamentals, 12 (4), 412–422.

    Article  Google Scholar 

Download references

Authors

Rights and permissions

Reprints and permissions

Copyright information

© 2004 Springer-Verlag Berlin Heidelberg

About this chapter

Cite this chapter

Babu, B.V. (2004). Applications in Heat 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_9

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-39930-8_9

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-05767-0

  • Online ISBN: 978-3-540-39930-8

  • eBook Packages: Springer Book Archive

Publish with us

Policies and ethics