Adaptive neuro-fuzzy modeling of transient heat transfer in circular duct air flow

International Journal of Thermal Sciences

Volumn 43, Issue 11, 2004, Pages 1075-1090

  Hasiloglu, Abdulsamet ^a   Yilmaz, Mehmet ^a   Comakli, Omer ^a   Ekmekci, Ismail ^b  

^a ATATÜRK UNIVERSITY   (Turkey)

^b SAKARYA UNIVERSITY   (Turkey)

Author keywords

Duct; Forced convection; Fuzzy; Neural network; Neuro fuzzy; Transient heat transfer

Indexed keywords

ALGORITHMS; BACKPROPAGATION; DUCTS; FEEDFORWARD NEURAL NETWORKS; FUZZY SETS; REYNOLDS NUMBER;

AIR FLOW; SUPERCRITICAL CONDITIONS; TRANSIENT HEAT TRANSFER;

FORCED CONVECTION;

EID: 4544312992     PISSN: 12900729     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ijthermalsci.2004.01.010     Document Type: Article

References (37)

1. Kakaç S. Transient forced convection heat transfer in a channel. Waerme Stoffuebertragung. Bd. 1:1968;169-176.
2. Cotta R.M., Ozisik M.N. Laminar forced convection inside ducts with periodic variation of inlet temperature. Internat. J. Heat Mass Transfer. 10:1986;1495-1501.
3. Li W., Kakaç S. Unsteady thermal entrance heat transfer in laminar flow with a periodic variation of inlet temperature. Internat. J. Heat Mass Transfer. 34:1991;2581-2592.
4. Kakaç S., Li W., Cotta R.M. Unsteady laminar forced convection in ducts with periodic variation of inlet temperature. J. Heat Transfer. 112:1990;913-920.
5. D.M. Brown, Experimental investigation of transient forced convection in a circular duct for timewise variation of inlet temperature, Master Thesis, Dept. of Mech. Eng., University of Miami, 1992.
6. Brown D.M., Li W., Kakaç S., Oskay R. Numerical and experimental analysis of unsteady heat transfer with periodic variation of inlet temperature in circular ducts. Internat. Comm. Heat Mass Transfer. 20:1993;883-899.
7. Kawamura H. Experimental and analytic study of transient heat transfer for turbulent flow in a circular tube. Internat. J. Heat Mass Transfer. 20:1977;443-450.
8. Travelho J.S., Santos V.F.N. Solution for transient conjugated forced convection in the thermal entrance region of a duct with periodically varying inlet temperature. J. Heat Transfer. 113:1992;558-562.
9. Chen S.C., Anand N.R., Tree D.R. Analysis of transient laminar convective heat transfer inside a circular duct. J. Heat Transfer. 105:1983;922-924.
10. Kakaç S., Yener Y. Exact solution of the transient forced convection energy equation for time wise variation of inlet temperature. Internat. J. Heat Mass Transfer. 26:1972;2205-2214.
11. Comakli O., Sozbir N., Brown D.M., Kakaç S., Santos C.A.C. Transient heat transfer in thermally and simultaneously developing circular duct flow. 9th International Conference on Thermal Engineering and Thermogrammetry, 14-16 June, Budapest, Hungary. 1995;58-63.
12. Sucec J., Sawant A.M. Unsteady, conjugated, forced convection heat transfer in a parallel plate duct. Internat. J. Heat Mass Transfer. 27:1984;95-101.
13. M. Coban, Numerical investigation of unsteady forced convection in a duct, Ph. Thesis, Sakarya University, 2001.
14. Ekmekci I., Coban M., Kurt A., Sozbir N., Ozcelebi S. Investigation of forced convection in a duct with artificial neural network. 3rd Int. Symp. on Intelligent Manufacturing Systems, Sakarya University, Sakarya, Turkey. 2001;30-31.
15. Kalogirou S.A. Applications of artificial neural-networks for energy systems. Appl. Energy. 67:2000;17-35.
16. Xu K., Luxmoore A.R., Jones L.M., Deravi F. Integration of neural networks and expert systems for microscopic wear particle analysis. Knowledge-Based Systems. 11:1998;213-227.
17. Zadeh L.A. Fuzzy sets. Information Control. 8:1965;338-353.
18. Jang J. ANFIS: Adaptive network-based fuzzy inference systems. IEEE Trans. Systems Man Cybernet. 23:1993;665-685.
19. Thibault J., Grandjean B.P.A. A neural network methodology for heat transfer data analysis. Internat. J. Heat Mass Transfer. 34:1991;2063-2070.
20. Jambunathan K., Hartle S.L., Ashforth-Frost S., Fontama V.N. Evaluating convective heat transfer coefficients using neural networks. Internat. J. Heat Mass Transfer. 39:1996;2329-2332.
21. Diaz G., Mihir Sen, Yang K.T., McClain R.L. Dynamic prediction and control of heat exchangers using artificial neural networks. Internat. J. Heat Mass Transfer. 44:2001;1671-1679.
22. Bittati S., Piroddi L. Nonlinear Identification and Control of a heat exchanger: A neural network approach. J. Franklin İnst. B. 334:1997;135-153.
23. Scalabrin G., Piazza L. Analysis of forced convection heat transfer to supercritical carbon dioxide inside tubes using neural networks. Internat. J. Heat Mass Transfer. 46:2003;1139-1154.
24. Cook D.F., Ragsdale C.T., Major R.L. Combining a neural network with a genetic algorithm for process parameter optimization. Engrg. Appl. Artificial Intelligence. 13:2000;391-396.
25. N. Sözbir, Experimental Investigation of Unsteady Forced Convection in a Rectangular Channel with or without Arrays of Block-Like Electronic Component, Report, University of Miami, Coral Gables, Florida, 1995.
26. Takagi T., Sugeno M. Fuzzy identification of systems and its applications to modeling and control. IEEE Trans. Syst. Man Cybernet. 15:1985;116-132.
27. Mamdani E.H., Assilian S. An experiment in linquistic synthesis with a fuzzy logic controller. Internat. J. Man-Mach. Stud. 7:1975;1-13.
28. Sugeno M. Industrial Applications of Fuzzy Control. 1985;Elsevier, Amsterdam.
29. Tsukamoto Y. An approach to fuzzy reasoning method. Gupta M.M., Ragade R.K., Yager R.R. Advances in Fuzzy Set Theory and Applications. 1979;137-149 North-Holland, Amsterdam.
30. Jang J.S.R., Sun C.T., Mizutani E. Neuro-Fuzzy and Soft Computing: A Computational Approach to Learning and Machine Intelligence. 1997;Prentice Hall International, London.
31. Takagi H., Hayashi I. Artificial neural network driven fuzzy reasoning. Internat. J. Approx. Reasoning. 5:1991;191-212.
32. Alturki F.A., Abdennour A. Design and simplification of adaptive Neuro-Fuzzy inference controllers for power plants. Electrical Power & Energy Systems. 21:1999;465-474.
33. Sfetsos A. A comparison of various forecasting techniques applied to mean hourly wind speed time series. Renewable Energy. 21:2000;23-35.
34. Norusis M.J. SPSS Base System User's Guide. 1990;SPSS Inc, Chicago.
35. Newbold P. Statistics for Business and Economics. 1988;Prentice-Hall, Englewood Cliffs, NJ.
36. Draper N.R., Smith H. Applied Regression Analysis. 1981;Wiley, New York.
37. Kaya M.D., Hasiloglu A.S., Bayramoglu M., Yesilyurt H., Ozok F. A new approach to estimate anthropometric measurements by adaptive neuro-fuzzy inference system. Internat. J. Indust. Ergonom. 32:2003;105-114.