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Original Articles

A dual-mode evolutionary algorithm for designing optimized refrigerant circuitries for finned-tube heat exchangers

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Pages 834-844 | Received 03 Feb 2011, Accepted 27 Jun 2011, Published online: 27 Sep 2012

References

  • Aute , V. , Radermacher , R. and Naduvath , M. V. 2004 . Constrained multi-objective optimization of a condenser coil using evolutionary algorithms . International Refrigeration and Air Conditioning Conference at Purdue, July 12–15. West Lafayette, IN ,
  • Casson , V. , Cavallini , A. , Cecchinato , L. , Del Col , D. , Doretti , L. , Fornasieri , E. , Rossetto , L. and Zilio , C. 2002 . Performance of finned coil condensers optimized for new HFC refrigerants . ASHRAE Transactions , 108 ( 2 ) : 517 – 27 .
  • Domanski , P. A. 2008 . EVAP-COND—simulation models for finned-tube heat exchangers, Version 2.3 , Gaithersburg, MD , , USA : National Institute of Standards and Technology . http://www2.bfrl.nist.gov/software/evap-cond./
  • Domanski , P. A. and Yashar , D. 2007 . Optimization of finned-tube condensers using an intelligent system . International Journal of Refrigeration , 30 ( 3 ) : 482 – 8 .
  • Domanski , P. A. , Yashar , D. , Kaufman , K. A. and Michalski , R. S. 2004 . Optimized design of finned-tube evaporators using learnable evolution methods . HVAC&R Research , 10 ( 2 ) : 201 – 12 .
  • Domanski , P. A. , Yashar , D. and Kim , M. 2005 . Performance of a finned-tube evaporator optimized for different refrigerants and its effect on system efficiency . International Journal of Refrigeration , 28 ( 6 ) : 820 – 7 .
  • Fogel , D. B. 1994 . Asymptotic convergence properties of genetic algorithms and evolutionary programming . Cybernetics and Systems , 25 ( 3 ) : 389 – 407 .
  • Goldberg , D. E. 1989 . A Gentle Introduction to Genetic Algorithms. Genetic Algorithms in Search, Optimization, and Machine Learning , Reading, MA: Addison Wesley Longman, Inc .
  • Jiang , H. , Aute , V. and Radermacher , R. 2006 . CoilDesigner: general-purpose simulation and design tool for air-to-refrigerant heat exchangers . International Journal of Refrigeration , 29 ( 2006 ) : 601 – 10 .
  • Liang , S. Y. , Wong , T. N. and Nathan , G. K. 2001 . Numerical and experimental studies of refrigerant circuitry of evaporator coils . International Journal of Refrigeration , 24 ( 8 ) : 823 – 33 .
  • Liu , J. , Wei , W. J. , Ding , G. L. , Zhang , C. L. , Fukuya , M. , Wang , K. J. and Inagaki , T. 2004 . A general steady state mathematical model for fin-and-tube heat exchanger based on graph theory . International Journal of Refrigeration , 27 ( 8 ) : 965 – 73 .
  • Michalewicz , Z. 1999 . Genetic algorithms + Data Structures = Evolution Programs, , 2nd extended ed , Berlin , , Germany : Springer-Verlag .
  • Michalski , R. S. 2000 . Learnable evolution model: Evolutionary process guided by machine learning . Machine Learning , 38 : 9 – 40 .
  • Michalski , R. S. , Carbonell , T. J. and Mitchell , T. M. 1983 . A Theory and Methodology of Inductive Learning. Machine Learning: An Artificial Intelligence Approach , 83 – 134 . Palo Alto , CA : TIOGA Publishing Co .
  • Qiao , H. , Singh , V. , Aute , V. and Radermacher , R. 2010 . Optimization of fin density for air cooled heat exchanger . International Refrigeration and Air Conditioning Conference at Purdue, July 10–15. West Lafayette, IN ,
  • Wang , C. C. , Jang , J. Y. , Lai , C. C. and Chang , Y. J. 1999 . Effect of circuit arrangement on the performance of air-cooled condenser . International Journal of Refrigeration , 22 ( 4 ) : 275 – 82 .
  • Wojtusiak , J. and Michalski , R. S. 2006 . The LEM3 implementation of learnable evolution model and its testing on complex function optimization problems . Proceedings of Genetic and Evolutionary Computation Conference (GECCO-2006), Seattle, WA, July 8–12 ,
  • Wu , Z. , Ding , G. , Wang , K. and Fukaya , M. 2008a . Application of a genetic algorithm to optimize the refrigerant circuit of fin-and-tube heat exchangers for maximum heat transfer or shortest tube . International Journal of Thermal Sciences , 47 ( 8 ) : 985 – 97 .
  • Wu , Z. , Ding , G. , Wang , K. and Fukaya , M. 2008b . Knowledge-based evolution method for optimizing refrigerant circuitry of fin-and-tube heat exchangers . HVAC&R Research , 14 ( 3 ) : 435 – 51 .
  • Yashar , D. A. and Domanski , P. A. 2010 . Air flow distribution through an A-shaped evaporator under dry and wet coil conditions . International Refrigeration and Air Conditioning Conference at Purdue, July 10–15, West Lafayette, IN ,
  • Yashar , D. A. , Domanski , P. A. and Cho , H. H. 2008 . Measurement of air-velocity profiles for finned-tube heat exchangers using particle image velocimetry . International Refrigeration and Air Conditioning Conference at Purdue, July 12–17. West Lafayette, IN ,
  • Yashar , D. A. , Domanski , P. A. and Cho , H. H. 2011 . An experimental and computational study of approach air distribution for a finned-tube heat exchanger . HVAC&R Research , 17 ( 1 ) : 76 – 85 .

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