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Numerical Heat Transfer, Part A: Applications
An International Journal of Computation and Methodology
Volume 70, 2016 - Issue 1
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Original Articles

Application of intelligent methods for the prediction and optimization of thermal characteristics in a tube equipped with perforated twisted tape

, &
Pages 30-47 | Received 03 Sep 2015, Accepted 02 Dec 2015, Published online: 02 May 2016

References

  • D. H. Lee, J. M. Jung, J. H. Ha, and Y. I. Cho, Improvement of Heat Transfer with Perforated Circular Holes in Finned Tubes of Air-Cooled Heat Exchanger, Int. Commun. Heat Mass Transfer, vol. 39, pp. 161–166, 2012.
  • B. Sahin and A. Demir, Performance Analysis of a Heat Exchanger Having Perforated Square Fins, Appl. Therm. Eng., vol. 28, pp. 621–632, 2008.
  • R. Beigzadeh and M. Rahimi, Prediction of Thermal and Fluid Flow Characteristics in Helically Coiled Tubes Using ANFIS and GA Based Correlations, Int. Commun. Heat Mass Transfer, vol. 39, pp. 1647–1653, 2012.
  • M. Rahimi, S. R. Shabanian, and A. A. Alsairafi, Experimental and CFD Studies on Heat Transfer and Friction Factor Characteristics of a Tube Equipped with Modified Twisted Tape Inserts, Chem. Eng. Process., vol. 48, pp. 762–770, 2009.
  • K. Nanan, C. Thianpong, P. Promvonge, and S. Eiamsa-ard, Investigation of Heat Transfer Enhancement by Perforated Helical Twisted-Tapes, Int. Commun. Heat Mass Transfer, vol. 52, pp. 106–112, 2014.
  • S. Eiamsa-ard, K. Yongsiri, K. Nanan, and C. Thianpong, Heat Transfer Augmentation by Helically Twisted Tapes as Swirl and Turbulence Promoters, Chem. Eng. Process., vol. 60, pp. 42–48, 2012.
  • S. R. Shabanian, M. Rahimi, M. Shahhosseini, and A. A. Alsairafi, CFD and Experimental Studies on Heat Transfer Enhancement in an Air Cooler Equipped with Different Tube Inserts, Int. Commun, Heat Mass Transfer, vol. 38, pp. 383–390, 2011.
  • S. Eiamsa-ard and K. Kiatkittipong, Heat Transfer Enhancement by Multiple Twisted Tape Inserts and TiO2/Water Nanofluid, Appl. Therm. Eng., vol. 70, pp. 896–924, 2014.
  • S. Pal and S. K. Saha, Laminar Fluid Flow and Heat Transfer Through a Circular Tube Having Spiral Ribs and Twisted Tapes, Exp. Therm. Fluid Sci., vol. 60, pp. 173–181, 2015.
  • P. Promvonge, S. Suwannapan, M. Pimsarn, and C. Thianpong, Experimental Study on Heat Transfer in Square Duct with Combined Twisted-Tape and Winglet Vortex Generators, Int. Commun. Heat Mass Transfer, vol. 59, pp. 158–165, 2014.
  • S. W. Chang and M. H. Guo, Thermal Performances of Enhanced Smooth and Spiky Twisted Tapes for Laminar and Turbulent Tubular Flows, Int. J. Heat Mass Transfer, vol. 55, pp. 7651–7667, 2012.
  • H. Maddah, M. Alizadeh, N. Ghasemi, and S. R. Wan Alwi, Experimental Study of Al2O3/Water Nanofluid Turbulent Heat Transfer Enhancement in the Horizontal Double Pipes Fitted with Modified Twisted Tapes, Int. J. Heat Mass Transfer, vol. 78, pp. 1042–1054, 2014.
  • E. Esmaeilzadeh, H. Almohammadi, A. Nokhosteen, A. Motezaker, and A. N. Omrani, Study on Heat Transfer and Friction Factor Characteristics of γ-Al2O3/Water Through Circular Tube with Twisted Tape Inserts with Different Thicknesses, Int. J. Therm. Sci., vol. 82, pp. 72–83, 2014.
  • H. Yuxiang, D. Xianhe, and Z. Lianshan, 3D Numerical Study on Compound Heat Transfer Enhancement of Converging-diverging Tubes Equipped with Twin Twisted Tapes, Chinese J. Chem. Eng., vol. 20, pp. 589–601, 2012.
  • M. M. K. Bhuiya, A. S. M. Sayem, M. Islam, M. S. U. Chowdhury, and M. Shahabuddin, Performance Assessment in a Heat Exchanger Tube Fitted with Double Counter Twisted Tape Inserts, Int. Commun. Heat Mass Transfer, vol. 50, pp. 25–33, 2014.
  • F. T. Kanizawa, T. S. Mogaji, and G. Ribatski, Evaluation of the Heat Transfer Enhancement and Pressure Drop Penalty During Flow Boiling Inside Tubes Containing Twisted Tape Insert, Appl. Therm. Eng., vol. 70, pp. 328–340, 2014.
  • C. Thianpong, P. Eiamsa-ard, and S. Eiamsa-ard, Heat Transfer and Thermal Performance Characteristics of Heat Exchanger Tube Fitted with Perforated Twisted-Tapes, Heat Mass Transfer, vol. 48, pp. 881–892, 2012.
  • C. K. Tan, J. Ward, S. J. Wilcox, and R. Payne, Artificial Neural Network Modelling of the Thermal Performance of a Compact Heat Exchanger, Appl. Therm. Eng., vol. 29, pp. 3609–3617, 2009.
  • D. K. Mohanty and P. M. Singru, Fouling Analysis of a Shell and Tube Heat Exchanger Using Local Linear Wavelet Neural Network, Int. J. Heat Mass Transfer, vol. 77, pp. 946–955, 2014.
  • F. Selimefendigil and H. F. Öztop, Estimation of the Mixed Convection Heat Transfer of a Rotating Cylinder in a Vented Cavity Subjected to Nanofluid by Using Generalized Neural Networks, Numer. Heat Transfer, Part A, vol. 65, pp. 165–185, 2014.
  • A. Vasičkaninová, M. Bakošová, A. Mészáros, and J. J. Klemeš, Neural Network Predictive Control of a Heat Exchanger, Appl. Therm. Eng., vol. 31, pp. 2094–2100, 2011.
  • R. Beigzadeh, M. Rahimi, M. Parvizi, and S. Eiamsa-ard, Application of ANN and GA for the Prediction and Optimization of Thermal and Flow Characteristics in a Rectangular Channel Fitted with Twisted Tape Vortex Generators, Numer. Heat Transfer, Part A, vol. 65, pp. 186–199, 2014.
  • M. R. Jafari Nasr, A. Habibi Khalaj, and S. H. Mozaffari, Modeling of Heat Transfer Enhancement by Wire Coil Inserts using Artificial Neural Network Analysis, Appl. Therm. Eng., vol. 30, pp. 143–151, 2010.
  • K. Levenberg, A Method for the Solution of Certain Problems in Least Squares, SIAM J. Numer. Anal, vol. 16, pp. 588–604, 1944.
  • D. Marquardt, An Algorithm for Least-Squares Estimation of Nonlinear Parameters, SIAM J. Appl. Math., vol. 11, pp. 431–441, 1963.
  • M. T. Hagan and M. B. Menhaj, Training Feedforward Networks with the Marquardt Algorithm, IEEE Trans. Neural Netw, vol. 5, pp. 989–993, 1994.
  • S. A. Kalogirou, Applications of Artificial Neural Networks in Energy Systems, Energy Convers. Manage., vol. 40, pp. 1073–1087, 1999.
  • S. Haykin Neural Networks: A Comprehensive Foundation, 2nd ed., Prentice Hall, Upper Saddle River, NJ, ISBN 0-02-352781-7. pp. 409–412, 1999.
  • M. M. Gupta, L. Jin, and N. Homma Static and Dynamic Neural Networks from Fundamentals to Advanced Theory, A John Wiley & Sons, IEEE Press, 2003.
  • J. M. Zurada Introduction to Artificial Neural Systems, West Publishing Company, pp. 99–2218, 1992.
  • S. N. Sivanandam and S. N. Deepa Introduction to Genetic Algorithms. Springer Science and Business Media, New York, 2007.
  • C. C. Yuen, S. K. Gupta, and A. K. Ray, Multi-Objective Optimization of Membrane Separation Modules Using Genetic Algorithm, J. Membr. Sci., vol. 176, pp. 177–196, 2000.
  • M. Abolhasani, A. Karami, and M. Rahimi, Numerical Modeling and Optimization of the Enhancement of the Cooling Rate in Concentric Tubes Under Ultrasound Field, Numer. Heat Transfer, Part A, vol. 67, pp. 1282–1309, 2015.

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