An artificial neural network approach to cooling analysis of electronic components in enclosures filled with nanofluids

Journal of Electronic Packaging

Volumn 133, Issue 1, 2011, Pages

  Kargar, A ^a   Ghasemi, B ^a   Aminossadati, S M ^b  

^a SHAHREKORD UNIVERSITY   (Iran)

^b UNIVERSITY OF QUEENSLAND   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL FLUID DYNAMICS; ELECTRONIC COOLING; NANOFLUIDICS; NEURAL NETWORKS;

ARTIFICIAL NEURAL NETWORK APPROACH; COMPUTATIONAL FLUID DYNAMICS SIMULATIONS; COOLING ANALYSIS; COOLING PERFORMANCE; ELECTRONIC COMPONENT; LAMINAR NATURAL CONVECTION; LOWS-TEMPERATURES; NANOFLUIDS; VERTICAL WALL; WATER NANOFLUIDS;

ENCLOSURES;

EID: 79952750515     PISSN: 10437398     EISSN: 15289044     Source Type: Journal    
DOI: 10.1115/1.4003215     Document Type: Article

References (33)

1. Wong, K. V., and De Leon, O., 2010, "Applications of Nanofluids: Current and Future, " Advances in Mechanical Engineering, 2010, p. 519659.
2. Murshed, S. M. S., Leong, K. C., and Yang, C., 2008, "Thermophysical and Electrokinetic Properties of Nanofluids-A Critical Review, " Appl. Therm. Eng., 28 (17-18), pp. 2109-2125.
3. Abu-Nada, E., Masoud, Z., and Hijazi, A., 2008, "Natural Convection Heat Transfer Enhancement in Horizontal Concentric Annuli Using Nanofluids, " Int. Commun. Heat Mass Transfer, 35(5), pp. 657-665.
4. Khanafer, K., Vafai, K., and Lightstone, M., 2003, "Buoyancy-Driven Heat Transfer Enhancement in a Two-Dimensional Enclosure Utilizing Nanofluids, " Int. J. Heat Mass Transfer, 46(19), pp. 3639-3653. (Pubitemid 36910904)
5. Oztop, H. F., and Abu-Nada, E., 2008, "Numerical Study of Natural Convection in Partially Heated Rectangular Enclosures Filled With Nanofluids, " Int. J. Heat Fluid Flow, 29(5), pp. 1326-1336.
6. Santra, A. K., Sen, S., and Chakraborty, N., 2008, "Study of Heat Transfer Augmentation in a Differentially Heated Square Cavity Using Copper-Water Nanofluid, " Int. J. Therm. Sci., 47(9), pp. 1113-1122.
7. Maxwell, J. C., 1873, A Treatise on Electricity and Magnetism, Oxford University Press, Cambridge, UK, Vol. II, p. 54.
8. Maxwell-Garnett, J. C., 1904, "Colours in Metal Glasses and in Metallic Films, " Philos. Trans. R. Soc. London, Ser. A, 203, pp. 385-420.
9. Yu, W., and Choi, S. U. S., 2003, "The Role of Interfacial Layers in the Enhanced Thermal Conductivity of Nanofluids: A Renovated Maxwell Model, " J. Nanopart. Res., 5, pp. 167-171.
10. Jang, S. P., and Choi, S. U. S., 2004, "Role of Brownian Motion in the Enhanced Thermal Conductivity of Nanofluids, " Appl. Phys. Lett., 84(21), pp. 4316-4318.
11. Prasher, R., Bhattacharya, P., and Phelan, P. E., 2005, "Thermal Conductivity of Nanoscale Colloidal Solutions (Nanofluids), " Phys. Rev. Lett., 94(2), p. 025901.
12. Murshed, S. M. S., Leong, K. C., and Yang, C., 2009, "A Combined Model for the Effective Thermal Conductivity of Nanofluids, " Appl. Therm. Eng., 29 (11-12), pp. 2477-2483.
13. Putra, N., Roetzel, W., and Das, S. K., 2003, "Natural Convection of Nano-Fluids, " Heat Mass Transfer, 39 (8-9), pp. 775-784.
14. Wen, D., and Ding, Y., 2006, "Natural Convective Heat Transfer of Suspensions of Titanium Dioxide Nanoparticles (Nanofluids), " IEEE Trans. Nanotechnol., 5(3), pp. 220-227.
15. Ho, C. J., Chen, M. W., and Li, Z. W., 2008, "Numerical Simulation of Natural Convection of Nanofluid in a Square Enclosure: Effects Due to Uncertainties of Viscosity and Thermal Conductivity, " Int. J. Heat Mass Transfer, 51 (17-18), pp. 4506-4516.
16. Abu-Nada, E., 2009, "Effects of Variable Viscosity and Thermal Conductivity of Al2O3-Water Nanofluid on Heat Transfer Enhancement in Natural Convection, " Int. J. Heat Fluid Flow, 30(4), pp. 679-690.
17. Sudhakar, T. V. V., Balaji, C., and Venkateshan, S. P., 2009, "Optimal Configuration of Discrete Heat Sources in a Vertical Duct Under Conjugate Mixed Convection Using Artificial Neural Networks, " Int. J. Therm. Sci., 48(5), pp. 881-890.
18. Ozsunar, A., ArcaklIoglu, E., and Nusret Dur, F., 2009, "The Prediction of Maximum Temperature for Single Chips' Cooling Using Artificial Neural Networks, " Heat and Mass Transfer, 45(4), pp. 443-450.
19. Varol, Y., Avci, E., Koca, A., and Oztop, H. F., 2007, "Prediction of Flow Fields and Temperature Distributions Due to Natural Convection in a Triangular Enclosure Using Adaptive-Network-Based Fuzzy Inference System (AN-FIS) and Artificial Neural Network (ANN), " Int. Commun. Heat Mass Transfer, 34(7), pp. 887-896. (Pubitemid 47065234)
20. Mahmoud, M. A., and Ben-Nakhi, A. E., 2007, "Neural Networks Analysis of Free Laminar Convection Heat Transfer in a Partitioned Enclosure, " Commun. Nonlinear Sci. Numer. Simul., 12(7), pp. 1265-1276. (Pubitemid 46523881)
21. Fausett, L., 2004, Fundamentals of Neural Networks, Pearson Education, Englewood Cliffs, NJ.
22. Haykin, S., 1999, Neural Networks: A Comprehensive Foundation, Prentice Hall, New Jersey.
23. Santra, A. K., Chakraborty, N., and Sen, S., 2009, "Prediction of Heat Transfer Due to Presence of Copper-Water Nanofluid Using Resilient-Propagation Neural Network, " Int. J. Therm. Sci., 48(7), pp. 1311-1318.
24. Patankar, S. V., 1980, Numerical Heat Transfer and Fluid Flow, Hemisphere, New York, pp. 113-137.
25. Cheikh, N. B., Beya, B. B., and Lili, T., 2007, "Influence of Thermal Boundary Conditions on Natural Convection in a Square Enclosure Partially Heated From Below, " Int. Commun. Heat Mass Transfer, 34, pp. 369-379. (Pubitemid 46351897)
26. Aminossadati, S. M., and Ghasemi, B., 2009, "Natural Convection Cooling of a Localised Heat Source at the Bottom of a Nanofluid-Filled Enclosure, " Eur. J. Mech. B/Fluids, 28(5), pp. 630-640.
27. Ghasemi, B., and Aminossadati, S. M., 2009, "Natural Convection Heat Transfer in an Inclined Enclosure Filled With a Water-CuO Nanofluid, " Numer. Heat Transfer, Part A, 55(8), pp. 807-823.
28. Ghasemi, B., and Aminossadati, S. M., 2010, "Periodic Natural Convection in a Nanofluid-Filled Enclosure With Oscillating Heat Flux, " Int. J. Therm. Sci., 49(1), pp. 1-9.
29. Brinkman, H. C., 1952, "The Viscosity of Concentrated Suspensions and Solution, " J. Chem. Phys., 20, pp. 571-581.
30. Palm, S., Roy, G., and Nguyen, C. T., 2006, "Heat Transfer Enhancement With the use of Nanofluids in a Radial Flow Cooling System Considering Temperature Dependent Properties, " Appl. Therm. Eng., 26, pp. 2209-2218. (Pubitemid 43928764)
31. Maxwell, J., 1904, A Treatise on Electricity and Magnetism, 2nd ed., Oxford University Press, Cambridge, UK, pp. 435-441.
32. Akbarinia, A., and Behzadmehr, A., 2007, "Numerical Study of Laminar Mixed Convection of a Nanofluid in Horizontal Curved Tubes, " Appl. Therm. Eng., 27, pp. 1327-1337. (Pubitemid 46187173)
33. The MathWorks Inc., 2008, MATLAB, Version 7.6.0.324, R2008a.