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Volumn 51, Issue 2, 2012, Pages 247-264

Experimental and numerical investigation of heat transfer in a miniature heat sink utilizing silica nanofluid

Author keywords

Artificial neural network; Experimental and numerical studies; Miniature heat sink; Silica nanofluid

Indexed keywords

ARTIFICIAL NEURAL NETWORK; CHANNEL DIAMETERS; CIRCULAR CHANNELS; CONJUGATE HEAT TRANSFER PROBLEM; COVER PLATE; HEAT TRANSFER CHARACTERISTICS; MATHEMATICAL SIMULATIONS; MAXIMUM TEMPERATURE; NANO-FLUID; NUMERICAL INVESTIGATIONS; NUMERICAL RESULTS; NUMERICAL STUDIES; OVERALL HEAT TRANSFER COEFFICIENT; PERFORMANCE BASED; WATER NANOFLUIDS;

EID: 84855803308     PISSN: 07496036     EISSN: 10963677     Source Type: Journal    
DOI: 10.1016/j.spmi.2011.11.017     Document Type: Article
Times cited : (106)

References (42)
  • 2
    • 0042342405 scopus 로고    scopus 로고
    • Buoyancy-driven heat transfer enhancement in a two-dimensional enclosure utilizing nanofluids
    • DOI 10.1016/S0017-9310(03)00156-X
    • K. Khanafer, K. Vafai, and M. Lightstone Buoyancy-driven heat transfer enhancement in a two-dimensional enclosure utilizing nanofluids Int. J. Heat Mass Trans. 46 2003 3639 3653 (Pubitemid 36910904)
    • (2003) International Journal of Heat and Mass Transfer , vol.46 , Issue.19 , pp. 3639-3653
    • Khanafer, K.1    Vafai, K.2    Lightstone, M.3
  • 3
    • 34248354656 scopus 로고    scopus 로고
    • Surface wettability change during pool boiling of nanofluids and its effect on critical heat flux
    • DOI 10.1016/j.ijheatmasstransfer.2007.02.002, PII S0017931007001160
    • S.J. Kim, I.C. Bang, J. Buongiorno, and L.W. Hu Surface wettability change during pool boiling of nanofluids and its effect on critical heat flux Int. J. Heat Mass Trans. 50 2007 4105 4116 (Pubitemid 46733949)
    • (2007) International Journal of Heat and Mass Transfer , vol.50 , Issue.19-20 , pp. 4105-4116
    • Kim, S.J.1    Bang, I.C.2    Buongiorno, J.3    Hu, L.W.4
  • 4
    • 47349115762 scopus 로고    scopus 로고
    • Numerical simulation of natural convection of nanofluid in a square enclosure: Effects due to uncertainties of viscosity and thermal conductivity
    • C.J. Ho, M.W. Chen, and Z.W. Li Numerical simulation of natural convection of nanofluid in a square enclosure: effects due to uncertainties of viscosity and thermal conductivity Int. J. Heat Mass Trans. 51 2008 4506 4516
    • (2008) Int. J. Heat Mass Trans. , vol.51 , pp. 4506-4516
    • Ho, C.J.1    Chen, M.W.2    Li, Z.W.3
  • 5
    • 29444436413 scopus 로고    scopus 로고
    • Formulation of nanofluids for natural convective heat transfer applications
    • DOI 10.1016/j.ijheatfluidflow.2005.10.005, PII S0142727X05000871
    • D. Wen, and Y. Ding Formulation of nanofluids for natural convective heat transfer applications Int. J. Heat Fluid Flow 26 6 2005 855 864 (Pubitemid 43009130)
    • (2005) International Journal of Heat and Fluid Flow , vol.26 , Issue.6 , pp. 855-864
    • Wen, D.1    Ding, Y.2
  • 6
    • 70449559848 scopus 로고    scopus 로고
    • Exploitation of thermal properties of fluids embedded with nanostructured materials
    • V. Vasu, K. RamaKrishna, and A.C.S. Kumar Exploitation of thermal properties of fluids embedded with nanostructured materials Int. Energy J. 8 2007 181 190
    • (2007) Int. Energy J. , vol.8 , pp. 181-190
    • Vasu, V.1    Ramakrishna, K.2    Kumar, A.C.S.3
  • 7
    • 85086420554 scopus 로고    scopus 로고
    • Empirical correlations to predict thermophysical and heat transfer characteristics of nanofluids
    • V. Vasu, K.K. Rama, and A.C.S. Kumar Empirical correlations to predict thermophysical and heat transfer characteristics of nanofluids Thermal Sci. J. 12 3 2008
    • (2008) Thermal Sci. J. , vol.12 , Issue.3
    • Vasu, V.1    Rama, K.K.2    Kumar, A.C.S.3
  • 8
    • 78649635511 scopus 로고    scopus 로고
    • Heat transfer in rectangular microchannels heat sink using nanofluids
    • H.A. Mohammed, P. Gunnasegaran, and N.H. Shuaib Heat transfer in rectangular microchannels heat sink using nanofluids Int. Commun. Heat Mass Trans. 37 10 2010 1496 1503
    • (2010) Int. Commun. Heat Mass Trans. , vol.37 , Issue.10 , pp. 1496-1503
    • Mohammed, H.A.1    Gunnasegaran, P.2    Shuaib, N.H.3
  • 9
    • 79451473375 scopus 로고    scopus 로고
    • Influence of various base nanofluids and substrate materials on heat transfer in trapezoidal microchannel heat sinks
    • H.A. Mohammed, P. Gunnasegaran, and N.H. Shuaib Influence of various base nanofluids and substrate materials on heat transfer in trapezoidal microchannel heat sinks Int. Commun. Heat Mass Trans. 38 2 2010 194 201
    • (2010) Int. Commun. Heat Mass Trans. , vol.38 , Issue.2 , pp. 194-201
    • Mohammed, H.A.1    Gunnasegaran, P.2    Shuaib, N.H.3
  • 10
    • 77956061800 scopus 로고    scopus 로고
    • The effect of geometrical parameters on heat transfer characteristics of microchannels heat sink with different shapes
    • P. Gunnasegaran, H.A. Mohammed, N.H. Shuaib, and R. Saidur The effect of geometrical parameters on heat transfer characteristics of microchannels heat sink with different shapes Inter. Commun. Heat Mass Trans. 37 8 2010 1078 1086
    • (2010) Inter. Commun. Heat Mass Trans. , vol.37 , Issue.8 , pp. 1078-1086
    • Gunnasegaran, P.1    Mohammed, H.A.2    Shuaib, N.H.3    Saidur, R.4
  • 11
    • 79957874230 scopus 로고    scopus 로고
    • The impact of various nanofluid types on triangular microchannels heat sink cooling performance
    • H.A. Mohammed, P. Gunnasegaran, and N.H. Shuaib The impact of various nanofluid types on triangular microchannels heat sink cooling performance Int. Commun. Heat Mass Trans. 38 6 2011 767 773
    • (2011) Int. Commun. Heat Mass Trans. , vol.38 , Issue.6 , pp. 767-773
    • Mohammed, H.A.1    Gunnasegaran, P.2    Shuaib, N.H.3
  • 12
    • 18144386609 scopus 로고    scopus 로고
    • Thermal conductivity of nanoscale colloidal solutions Nanofluids
    • P. Ravi, P. Bhattacharya, and P.E. Phelan Thermal conductivity of nanoscale colloidal solutions Nanofluids Phys. Rev. Lett. 94 2005 25901 25914
    • (2005) Phys. Rev. Lett. , vol.94 , pp. 25901-25914
    • Ravi, P.1    Bhattacharya, P.2    Phelan, P.E.3
  • 14
    • 0001435905 scopus 로고    scopus 로고
    • Anomalously increased effective thermal conductivities of ethylene glycol-based nanofluids containing copper nanoparticles
    • DOI 10.1063/1.1341218
    • J.A. Eastman, and S.U.S. Choi Anomalously increased effective thermal conductivities of Ethylene glycol-based nanofluids containing copper nanoparticles Appl. Phys. Lett. 78 6 2001 718 720 (Pubitemid 33630327)
    • (2001) Applied Physics Letters , vol.78 , Issue.6 , pp. 718-720
    • Eastman, J.A.1    Choi, S.U.S.2    Li, S.3    Yu, W.4    Thompson, L.J.5
  • 17
    • 0023041689 scopus 로고
    • Optimal structure for micro-grooved cooling fin for high-powered LSI devices
    • S. Sasaki, and T. Kishmoto Optimal structure for micro-grooved cooling fin for high-powered LSI Devices Electron Lett. 22 1986 1332 1334 (Pubitemid 17492723)
    • (1986) Electronics Letters , vol.22 , Issue.25 , pp. 1332-1334
    • Sasaki, S.1    Kishimoto, T.2
  • 18
    • 0024732803 scopus 로고
    • Microchannel heat sinks for two-dimensional high-power-density diode laser arrays
    • DOI 10.1109/3.35223
    • L.J. Missagia, J.N. Walpole, Z.L. Liau, and R.J. Phillips Microchannel heat sinks for two-dimensional high power density diode laser arrays IEEE J Quantum Electron 25 9 1989 1988 1992 (Pubitemid 20618302)
    • (1989) IEEE Journal of Quantum Electronics , vol.25 , Issue.9 , pp. 1988-1992
    • Missaggia, L.J.1    Walpole, J.N.2    Liau, Z.L.3    Phillips, R.J.4
  • 19
    • 84885981070 scopus 로고
    • Computational model for optimizing longitudinal fin heat transfer in laminar integral flows
    • C. Salandram, Computational model for optimizing longitudinal fin heat transfer in laminar integral flows, Heat Transfer in Electronic Equipment, ASME HTD (1991) 171.
    • (1991) Heat Transfer in Electronic Equipment, ASME HTD , pp. 171
    • Salandram, C.1
  • 21
    • 33144458215 scopus 로고    scopus 로고
    • Optimization of micro heat exchanger: CFD, analytical approach and multi-objective evolutionary algorithms
    • DOI 10.1016/j.ijheatmasstransfer.2005.08.032, PII S0017931005005727
    • K. Foli, T. Okabe, M. Olhafer, Y. Jin, and B. Sendho Optimization of micro heat exchanger, CFD, analytical approach and multi-objective evolutionary algorithms J. Heat Mass Trans. 49 2006 1090 1099 (Pubitemid 43267720)
    • (2006) International Journal of Heat and Mass Transfer , vol.49 , Issue.5-6 , pp. 1090-1099
    • Foli, K.1    Okabe, T.2    Olhofer, M.3    Jin, Y.4    Sendhoff, B.5
  • 22
    • 79955448996 scopus 로고    scopus 로고
    • Multi-parameters optimization for microchannel heat sink using inverse problem method
    • Z.H. Wang, X.D. Wang, W.M. Yan, Y.Y. Duan, D.J. Lee, J.L. Xu, Multi-parameters optimization for microchannel heat sink using inverse problem method, Int. J. Heat Mass Trans. 54 (13-14) (2011) 2811-2819.
    • (2011) Int. J. Heat Mass Trans. , vol.54 , Issue.13-14 , pp. 2811-2819
    • Wang, Z.H.1    Wang, X.D.2    Yan, W.M.3    Duan, Y.Y.4    Lee, D.J.5    Xu, J.L.6
  • 23
    • 84860511742 scopus 로고    scopus 로고
    • Heat Sink Optimization: A Multi-Parameter Optimization Problem
    • N. Hansen, I. Catton, F. Zhou, Heat Sink Optimization: A Multi-Parameter Optimization Problem, ASME Conf. Proc. (2010) 649-655.
    • (2010) ASME Conf. Proc. , pp. 649-655
    • Hansen, N.1    Catton, I.2    Zhou, F.3
  • 24
    • 0022471098 scopus 로고
    • Learning representation by backpropagaion error
    • D.E. Rumelhart, G.E. Hinton, and R.J. Williams Learning representation by backpropagaion error Nature 323 9 1986 533 536
    • (1986) Nature , vol.323 , Issue.9 , pp. 533-536
    • Rumelhart, D.E.1    Hinton, G.E.2    Williams, R.J.3
  • 26
    • 0037312458 scopus 로고    scopus 로고
    • Differential evolution training algorithm for feed-forward neural networks
    • J. Ilonen, J.K. Kamarainen, and J. Lampinen Differential evolution training algorithm for feed-forward neural networks Neural Process. Lett. 17 1 2003 93 105
    • (2003) Neural Process. Lett. , vol.17 , Issue.1 , pp. 93-105
    • Ilonen, J.1    Kamarainen, J.K.2    Lampinen, J.3
  • 27
    • 33947230691 scopus 로고    scopus 로고
    • Prediction of the pool boiling critical heat flux using artificial neural network
    • DOI 10.1109/TCAPT.2006.885944
    • H.M. Ertunc Prediction of the pool boiling critical heat flux using artificial neural network IEEE Trans. Comp. Packaging Technol. 29 2006 770 777 (Pubitemid 46417164)
    • (2006) IEEE Transactions on Components and Packaging Technologies , vol.29 , Issue.4 , pp. 770-777
    • Ertunc, H.M.1
  • 28
    • 0038660976 scopus 로고    scopus 로고
    • Shape optimization of cut-off in a multi-blade fan/scroll system using neural network
    • S.Y. Han, and J.S. Maeng Shape optimization of cut-off in a multi-blade fan/scroll system using neural network Int. J. Heat Mass Trans. 46 5 2003 2833 2839
    • (2003) Int. J. Heat Mass Trans. , vol.46 , Issue.5 , pp. 2833-2839
    • Han, S.Y.1    Maeng, J.S.2
  • 30
    • 0035300295 scopus 로고    scopus 로고
    • Heat rate predictions in humid air-water heat exchangers using correlations and neural networks
    • DOI 10.1115/1.1351167
    • A.P. Vega, G. Diaz, M. Sen, K.T. Yang, and R.L. McClain Heat rate predictions in humid air-water heat exchangers using correlations and neural networks ASME J. Heat Trans. 123 2 2001 348 354 (Pubitemid 32704540)
    • (2001) Journal of Heat Transfer , vol.123 , Issue.2 , pp. 348-354
    • Pacheco-Vega, A.1    Diaz, G.2    Sen, M.3    Yang, K.T.4    McClain, R.L.5
  • 34
    • 32244446247 scopus 로고    scopus 로고
    • Heat transfer of aqueous suspensions of carbon nanotubes (CNT nanofluids)
    • DOI 10.1016/j.ijheatmasstransfer.2005.07.009, PII S0017931005004618
    • Y. Ding, H. Alias, D. Wen, R.A. Williams, Heat transfer of aqueous suspensions of carbon nanotubes (CNT nanofluids), Int. J. Heat Mass Trans. 49 (1-2) (2006) 240-250. (Pubitemid 43210296)
    • (2006) International Journal of Heat and Mass Transfer , vol.49 , Issue.1-2 , pp. 240-250
    • Ding, Y.1    Alias, H.2    Wen, D.3    Williams, R.A.4
  • 36
    • 0032043092 scopus 로고    scopus 로고
    • Hydrodynamic and heat transfer study of dispersed fluids with submicron metallic oxide particles
    • B. Pak, Y. Cho, Hydrodynamic and heat transfer study of dispersed fluids with submicron metallic oxide particles, Exp. Heat Trans. 11 (2) (1998) 151-170. (Pubitemid 128573374)
    • (1998) Experimental Heat Transfer , vol.11 , Issue.2 , pp. 151-170
    • Pak, B.C.1    Cho, Y.I.2
  • 37
    • 0037902411 scopus 로고    scopus 로고
    • Investigation on convective heat transfer and flow features of nanofluids
    • DOI 10.1115/1.1532008
    • Y. Xuan, Q. Li, Investigation on convective heat transfer and flow features of nanofluids, Journal of Heat Transfer, 125 (1) (2003), 151-155. (Pubitemid 36615131)
    • (2003) Journal of Heat Transfer , vol.125 , Issue.1 , pp. 151-155
    • Xuan, Y.1    Li, Q.2
  • 38
    • 13644261470 scopus 로고    scopus 로고
    • Heat transfer properties of nanoparticle-in-fluid dispersions (nanofluids) in laminar flow
    • DOI 10.1016/j.ijheatmasstransfer.2004.09.038, PII S0017931004004508
    • Y. Yang, Z.G. Zhang, E.A. Grulke, W.B. Anderson, G. Wu, Heat transfer properties of nanoparticle-in-fluid dispersions (nanofluids) in laminar flow, Int. J. Heat Mass Trans. 48 (6) (2005) 1107-1116. (Pubitemid 40231271)
    • (2005) International Journal of Heat and Mass Transfer , vol.48 , Issue.6 , pp. 1107-1116
    • Yang, Y.1    Zhang, Z.G.2    Grulke, E.A.3    Anderson, W.B.4    Wu, G.5
  • 39
    • 33645634748 scopus 로고    scopus 로고
    • Convective transport in nanofluids
    • J. Buongiorno Convective transport in nanofluids J. Heat Trans. 128 2006 240 250
    • (2006) J. Heat Trans. , vol.128 , pp. 240-250
    • Buongiorno, J.1
  • 40
    • 0242582398 scopus 로고
    • Thermal conductivity of heterogeneous two component system
    • R.L. Hamilton, and O.K. Crosser Thermal conductivity of heterogeneous two component system I and EC Fundamentals 1 1962 187 191
    • (1962) I and EC Fundamentals , vol.1 , pp. 187-191
    • Hamilton, R.L.1    Crosser, O.K.2
  • 41
    • 33748307724 scopus 로고    scopus 로고
    • Effective thermal conductivity and thermal diffusivity of nanofluids containing spherical and cylindrical nanoparticles
    • X. Zhang, H. Gu, and M. Fujii Effective thermal conductivity and thermal diffusivity of nanofluids containing spherical and cylindrical nanoparticles J. Appl. Phys. 100 4 2006 1 5
    • (2006) J. Appl. Phys. , vol.100 , Issue.4 , pp. 1-5
    • Zhang, X.1    Gu, H.2    Fujii, M.3


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