Estimation of the mixed convection heat transfer of a rotating cylinder in a vented cavity subjected to nanofluid by using generalized neural networks

Numerical Heat Transfer; Part A: Applications

Volumn 65, Issue 2, 2014, Pages 165-185

  Selimefendigil, Fatih ^a   Oztop, Hakan F ^b  

^a CELAL BAYAR UNIVERSITY   (Turkey)

^b FIRAT UNIVERSITY   (Turkey)

Author keywords

[No Author keywords available]

Indexed keywords

BETTER PERFORMANCE; COMMERCIAL FINITE ELEMENT CODES; FEED-FORWARD NETWORK; GENERALIZED NEURAL NETWORK; GOVERNING EQUATIONS; NANOPARTICLE VOLUME FRACTIONS; NUMERICAL INVESTIGATIONS; THERMAL PERFORMANCE;

CYLINDERS (SHAPES); HEAT TRANSFER; MIXED CONVECTION; NANOFLUIDICS; NANOPARTICLES; REYNOLDS NUMBER; VOLUME FRACTION;

NEURAL NETWORKS;

EID: 84887029159     PISSN: 10407782     EISSN: 15210634     Source Type: Journal    
DOI: 10.1080/10407782.2013.826109     Document Type: Article

References (43)

1. S. M. Aminossadati and B. Ghasemi, A Numerical Study of Mixed Convection in a Horizontal Channel with a Discrete Heat Source in an Open Cavity, Euro. J. of Mechanics, vol. 28, pp. 590-598, 2009.
2. K. Khanafer, B. Al-Azmi, A. Al-Shammari, and I. Pop, Mixed Convection Analysis of Laminar Pulsating Flow and Heat Transfer over a Backward-facing Step, Int. J. of Heat and Mass Transfer, vol. 51, pp. 5785-5793, 2008.
3. H. F. Oztop, Influence of Exit Opening Location on Mixed Convection in a Channel with Volumetric Heat Sources, Int. Comm. in Heat and Mass Transfer, vol. 37, pp. 410-415, 2010.
4. S. Saeidi and J. Khodadadi, Transient Flow and Heat Transfer Leading to Periodic State in a Cavity with Inlet and Outlet Ports due to Incoming Flow Oscillation, Int. J. of Heat and Mass Transfer, vol. 50, pp. 530-538, 2007. (Pubitemid 44881027)
5. S. M. Saeidi and J. Khodadadi, Forced Convection in a Square Cavity with Inlet and Outlet Ports, Int. J. of Heat and Mass Transfer, vol. 49, pp. 1896-1906, 2006.
6. Y.-C. Shih, J. M. Khodadadi, K.-H. Weng, and H. F. Oztop, Transient Leading to Periodic Fluid Flow and Heat Transfer in a Differentially-Heated Cavity Due to an Insulated Rotating Object, Proc. HT2007 ASME-JSME Thermal Engineering Heat Transfer Summer Conf., Vancouver, British Columbia, Canada, pp. 333-342, 2007. (Pubitemid 351665791)
7. V. Costa and A. Raimundo, Steady Mixed Convection in a Differentially Heated Square Enclosure with an Active Rotating Circular Cylinder, Int. J. of Heat and Mass Transfer, vol. 53, pp. 1208-1219, 2010.
8. S. H. Hussain and A. K. Hussein, Mixed Convection Heat Transfer in a Differentially Heated Square Enclosure with a Conductive Rotating Circular Cylinder at Different Vertical Locations, Int. Comm. in Heat and Mass Transfer, vol. 38, pp. 263-274, 2011.
9. S. B. Paramane and A. Sharma, Numerical Investigation of Heat and Fluid Flow across a Rotating Circular Cylinder Maintained at Constant Temperature in 2-D Laminar Flow Regime, Int. J. of Heat and Mass Transfer, vol. 52, pp. 3205-3216, 2009.
10. R. Roslan, H. Saleh, and I. Hashim, Effect of Rotating Cylinder on Heat Transfer in a Square Enclosure Filled with Nanofluids, Int. J. of Heat and Mass Transfer, vol. 55, pp. 7247-7256, 2012.
11. Y. Yan and Y. Zu, Numerical Simulation of Heat Transfer and Fluid Flow Past a Rotating Isothermal Cylinder A LBM Approach, Int. J. of Heat and Mass Transfer, vol. 51, pp. 2519-2536, 2008. (Pubitemid 351483892)
12. S. K. Panda and R. P. Chhabra, Laminar Forced Convection Heat Transfer from a Rotating Cylinder to Power-Law Fluids, Numeri. Heat Transfer A, vol. 59, pp. 297-319, 2011.
13. H. F. Oztop and E. Abu-Nada, Numerical Study of Natural Convection in Partially Heated Rectangular Enclosures Filled with Nanofluids, Int. J. of Heat and Fluid Flow, vol. 29, pp. 1326-1336, 2008.
14. D. Wen and Y. Ding, Experimental Investigation into Convective Heat Transfer of Nanofluids at the Entrance Region under Laminar Flow Conditions, Int. J. of Heat and Mass Transfer, vol. 47, pp. 5181-5188, 2004. (Pubitemid 39483779)
15. S. Suresh, K. Venkitaraj, P. Selvakumar, and M. Chandrasekar, Effect of Al2O3-Cu= Water Hybrid Nanofluid in Heat Transfer, Exper. Thermal and Fluid Sci., vol. 38, pp. 54-60, 2012.
16. T. P. Teng, Y. H. Hung, T. C. Teng, H.-E. Mo, and H.-G. Hsu, The Effect of Alumina= Water Nanofluid Particle Size on Thermal Conductivity, Appl. Thermal Eng., vol. 30, pp. 2213-2218, 2010.
17. F. Selimefendigil and H. F. Oztop, Identification of Forced Convection in Pulsating Flow at a Backward Facing Step with a Stationary Cylinder Subjected to Nanofluid, Int. Comm. in Heat and Mass Transfer, vol. 45, pp. 111-121, 2013.
18. K. Sharma, L. S. Sundar, and P. Sarma, Estimation of Heat Transfer Coefficient and Friction Factor in the Transition Flow with Low Volume Concentration of Al2O3 Nanofluid Flowing in a Circular Tube and with Twisted Tape Insert, Int. Comm. in Heat and Mass Transfer, vol. 36, pp. 503-507, 2009.
19. V. Sridhara and L. N. Satapathy, Al2O3-Based Nanofluids: A Review, Nanoscale Res. Lett., vol. 6, pp. 1-16, 2011.
20. A. Houshang, Mahmoudi, M. Shahi, and F. Talebi, Effect of Inlet and Outlet Location on the Mixed Convective Cooling Inside the Ventilated Cavity Subjected to an External Nanofluid, Int. Comm. in Heat and Mass Transfer, vol. 37, pp. 1158-1173, 2010.
21. A. Kamyar, R. Saidur, and M. Hasanuzzaman, Application of Computational Fluid Dynamics (CFD) for Nanofluids, Int. J. of Heat and Mass Transfer, vol. 55, pp. 4104-4115, 2012.
22. M. Shahi, A. H. Mahmoudi, and F. Talebi, Numerical Study of Mixed Convective Cooling in a Square Cavity Ventilated and Partially Heated from the Below Utilizing Nanofluid, Int. Comm. in Heat and Mass Transfer, vol. 37, pp. 201-213, 2010.
23. E. Sourtiji, S. Hosseinizadeh, M. Gorji-Bandpy, and D. Ganji, Effect of Water-Based Al2O3 Nanofluids on Heat Transfer and Pressure Drop in Periodic Mixed Convection Inside a Square Ventilated Cavity, Int. Comm. in Heat and Mass Transfer, vol. 38, pp. 1125-1134, 2011.
24. S. Kalogirou, Applications of Artificial Neural Networks in Energy Systems: A Review, Energy Conversion and Management, vol. 40, pp. 1073-1087, 1999.
25. M. A. Mahmoud and A. E. Ben-Nakhi, Neural Networks Analysis of Free Laminar Convection Heat Transfer in a Partitioned Enclosure, Comm. in Nonlinear Science and Numeri. Simulation, vol. 12, pp. 1265-1276, 2007. (Pubitemid 46523881)
26. S. Deng and Y. Hwang, Solving the Temperature Distribution Field in Nonlinear Heat Conduction Problems Using the Hopfield Neural Network, Numer. Heat Transfer B, vol. 51, pp. 375-389, 2007. (Pubitemid 46361516)
27. S. Belanger and L. Gosselin, Utilization of Artificial Neural Networks in the Context of Materials Selection for Thermofluid Design, Numer. Heat Transfer A, vol. 55, pp. 825-844, 2009.
28. H. Demir, O. Agra, and S. O. Atayilmaz, Generalized Neural Network Model of Alternative Refrigerant (R600a) Inside a Smooth Tube, Int. Comm. in Heat and Mass Transfer, vol. 36, pp. 744-749, 2009.
29. F. Selimefendigil and H. F. Oztop, Fuzzy-Based Estimation of Mixed Convection Heat Transfer in a Square Cavity in the Presence of an Adiabatic Inclined Fin, Int. Comm. in Heat and Mass Transfer, vol. 39, pp. 1639-1646, 2012.
30. P. K. Kadiyala and H. Chattopadhyay, Optimal Location of Three Heat Sources on the Wall of a Square Cavity Using Genetic Algorithms Integrated with Artificial Neural Networks, Int. Comm. in Heat and Mass Transfer, vol. 38, pp. 620-624, 2011.
31. G. Xie, Q. Wang, and L. L. M. Zeng, Heat Transfer Analysis for Shell-and-Tube Heat Exchangers with Experimental Data by Artificial Neural Networks Approach, Appl. Therm. Eng., vol. 27, pp. 1096-1104, 2007. (Pubitemid 44918435)
32. Y. Varol, H. F. Oztop, and E. Avci, Estimation of Thermal and Flow Fields Due to Natural Convection Using Support Vector Machines (SVM) in a Porous Cavity with Discrete Heat Sources, Int. Comm. in Heat and Mass Transfer, vol. 35, pp. 928-936, 2008.
33. S. Aminossadati, A. Kargar, and B. Ghasemi, Adaptive Network-Based Fuzzy Inference System Analysis of Mixed Convection in a Two-Sided Lid-Driven Cavity Filled with a Nanofluid, Int. J. of Therm. Sci., vol. 52, pp. 102-111, 2012.
34. Y. Varol, E. Avci, A. Koca, and H. F. Oztop, Prediction of Flow Fields and Temperature Distributions due to Natural Convection in a Triangular Enclosure Using Adaptive- Network-Based Fuzzy Inference System (ANFIS) and Artificial Neural Network (ANN), Int. Comm. in Heat and Mass Transfer, vol. 34, pp. 887-896, 2007. (Pubitemid 47065234)
35. X. Wang, X. Xu, and S. Choi, Thermal Conductivity of Nanoparticles-Fluid Mixture, J. Thermophys. Heat Transfer, vol. 13, pp. 474-480, 1999.
36. R. Hamilton and O. Crosser, Thermal Conductivity of Heterogeneous Two-Component Systems, I & EC Fundamentals, vol. 3, pp. 187-191, 1962.
37. COMSOL FEMLAB 3.2 Users Guide, Comsol AB, 2005.
38. S. Saeidi and J. Khodadadi, Forced-Convection in a Square Cavity with Inlet and Outlet Ports, Int. J. of Heat and Mass Transfer, vol. 49, pp. 1896-1906, 2006.
39. D. T. Pham and L. Xing, Neural Networks for Identification, Prediction and Control, Springer-Verlag, London, 1995.
40. A. Juditsky, H. Hjalmarsson, A. Beneviste, B. Delyon, L. Ljung, J. Sjoberg, and Q. Zhang, Nonlinear Black-Box Models in System Identification: Mathematical Foundations, Automatica, vol. 31, pp. 1725-1750, 1995.
41. J. Sjoberg, Q. Zhang, L. Ljung, A. Benveniste, B. Delyon, P. Glorennec, H. Hjalmarsson, and A. Juditsky, Nonlinear Black-Box Modeling in System Identification: A Unified Overview, Automatica, vol. 31, no. 12, pp. 1691-1724, 1995.
42. D. F. Speckt, Probabilistic Neural Networks, Neural Networks, vol. 3, pp. 109-118, 1990.
43. O. Er, N. Yumusak, and F. Temurtas, Chest Diseases Diagnosis Using Artificial Neural Networks, Expert Systems with Appl., vol. 37, pp. 7648-7655, 2010.