Thermal conductivity of non-Newtonian nanofluids: Experimental data and modeling using neural network

International Journal of Heat and Mass Transfer

Volumn 54, Issue 5-6, 2011, Pages 1017-1023

  Hojjat, M ^a   Etemad, S Gh ^a   Bagheri, R ^a   Thibault, J ^b  

^a ISFAHAN UNIVERSITY OF TECHNOLOGY   (Iran)

^b UNIVERSITY OF OTTAWA   (Canada)

Author keywords

Nanofluid; Nanoparticle; Neural network; Non Newtonian fluid; Thermal conductivity

Indexed keywords

AQUEOUS SOLUTIONS; CARBOXYMETHYL CELLULOSE; CUO NANOPARTICLES; EXPERIMENTAL DATA; HAMILTONS; NANO-FLUID; NANOFLUIDS; NANOPARTICLE CONCENTRATIONS; NANOPARTICLE LOADINGS; NEURAL NETWORK MODEL; NON-NEWTONIAN; NON-NEWTONIAN FLUIDS; TIO;

CONCENTRATION (PROCESS); FLOW MEASUREMENT; FLUIDS; NANOFLUIDICS; NANOPARTICLES; NEURAL NETWORKS; NON NEWTONIAN FLOW; NON NEWTONIAN LIQUIDS; RHEOLOGY; THERMAL CONDUCTIVITY; VELOCITY MEASUREMENT; VISCOUS FLOW;

THERMAL CONDUCTIVITY OF LIQUIDS;

EID: 78650621663     PISSN: 00179310     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ijheatmasstransfer.2010.11.039     Document Type: Article

References (69)

1. S.U.S. Choi, Enhancing thermal conductivity of fluids with nanoparticles, in: American Society of Mechanical Engineers, Fluids Engineering Division (Publication) FED, 1995, pp. 99-105.
2. W.H. Yu, D.M. France, J.L. Routbort, and S.U.S. Choi Review and comparison of nanofluid thermal conductivity and heat transfer enhancements Heat Transfer Eng. 29 5 2008 432 460
3. S. Kaka, and A. Pramuanjaroenkij Review of convective heat transfer enhancement with nanofluids Int. J. Heat Mass Trans. 52 13-14 2009 3187 3196
4. L. Godson, B. Raja, D. Mohan Lal, and S. Wongwises Enhancement of heat transfer using nanofluids - an overview Renewable Sustainable Energy Rev. 14 2 2009 629 641
5. Y. Zhang, L. Li, H.B. Ma, and M. Yang Effect of Brownian and thermophoretic diffusions of nanoparticles on nonequilibrium heat conduction in a nanofluid layer with periodic heat flux Numer. Heat Transfer A Appl. 56 4 2009 325 341
6. S. Lee, S.U.S. Choi, S. Li, and J.A. Eastman Measuring thermal conductivity of fluids containing oxide nanoparticles J. Heat Transfer 121 2 1999 280 288
7. H. Xie, J. Wang, T. Xi, Y. Liu, and F. Ai Dependence of the thermal conductivity of nanoparticle-fluid mixture on the base fluid J. Mater. Sci. Lett. 21 19 2002 1469 1471
8. H. Xie, J. Wang, T. Xi, Y. Liu, F. Ai, and Q. Wu Thermal conductivity enhancement of suspensions containing nanosized alumina particles J. Appl. Phys. 91 7 2002 4568 4572
9. S.K. Das, N. Putra, P. Thiesen, and W. Roetzel Temperature dependence of thermal conductivity enhancement for nanofluids ASME J. Heat Transfer 125 2003 567 574
10. 2-water based nanofluids Int. J. Therm. Sci. 44 2005 367 373 (Pubitemid 40324857)
11. M.-S. Liu, M.C.-C. Lin, I.-T. Huang, and Chi-Chuan Wang Enhancement of thermal conductivity with CuO for nanofluids Chem. Eng. Technol. 29 1 2006 72 79
12. C.H. Li, and G.P. Peterson Experimental investigation of temperature and volume fraction variations on the effective thermal conductivity of nanoparticle suspensions (nanofluids) J. Appl. Phys. 99 8 2006 084314
13. X. Zhang, H. Gu, and M. Fujii Experimental study on the effective thermal conductivity and thermal diffusivity of nanofluids Int. J. Thermophys. 27 2 2006 569 580
14. Y.J. Hwang, Y.C. Ahn, H.S. Shin, C.G. Lee, G.T. Kim, H.S. Park, and J.K. Lee Investigation on characteristics of thermal conductivity enhancement of nanofluids Curr. Appl. Phys. 6 6 SPEC. ISS. 2006 1068 1071
15. D.-H. Yoo, K.S. Hong, and H.-S. Yang Study of thermal conductivity of nanofluids for the application of heat transfer fluids Thermochim. Acta 455 2007 66 69
16. M.P. Beck, T. Sun, and A.S. Teja The thermal conductivity of alumina nanoparticles dispersed in ethylene glycol Fluid Phase Equilib. 260 2 2007 275 278
17. E.V. Timofeeva, A.N. Gavrilov, J.M. McCloskey, Y.V. Tolmachev, S. Sprunt, L.M. Lopatina, and J.V. Selinger Thermal conductivity and particle agglomeration in alumina nanofluids: experiment and theory Phys. Rev. E 76 2007 061203
18. S.H. Kim, S.R. Choi, and D. Kim Thermal conductivity of metal-oxide nanofluids: particle size dependence and effect of laser irradiation J. Heat Transfer 129 3 2007 298 307
19. G. Chen, W. Yu, D. Singh, D. Cookson, and J. Routbort Application of SAXS to the study of particle-size-dependent thermal conductivity in silica nanofluids J. Nanopart. Res. 10 7 2008 1109 1114
20. N.R. Karthikeyan, J. Philip, and B. Raj Effect of clustering on the thermal conductivity of nanofluids Mater. Chem. Phys. 109 1 2008 50 55
21. Y.S. Ju, J. Kim, and M.T. Hung Experimental study of heat conduction in aqueous suspensions of aluminum oxide nanoparticles J. Heat Transfer 130 9 2008 092403
22. S.M.S. Murshed, K.C. Leong, and C. Yang Investigations of thermal conductivity and viscosity of nanofluids Int. J. Therm. Sci. 47 5 2008 560 568
23. H.E. Patel, T. Sundararajan, and S.K. Das An experimental investigation into the thermal conductivity enhancement in oxide and metallic nanofluids J. Nanopart. Res. 12 2010 1015 1031
24. 2O nanofluids Curr. Appl. Phys. 9 1 2009 131 139
25. 4 nanofluids prepared via phase-transfer method Colloids Surf. A 355 1-3 2010 109 113
26. 3/water nanofluid Exp. Therm. Fluid Sci. 34 2 2010 210 216
27. Y.D. Liu, Y.G. Zhou, M.W. Tong, and X.S. Zhou Experimental study of thermal conductivity and phase change performance of nanofluids PCMs Microfluid. Nanofluid. 7 4 2009 579 584
28. X.-J. Wang, D.-S. Zhu, and S. Yang Investigation of pH and SDBS on enhancement of thermal conductivity in nanofluids Chem. Phys. Lett. 470 1-3 2009 107 111
29. W. Yu, H.Q. Xie, L.F. Chen, and Y. Li Investigation of thermal conductivity and viscosity of ethylene glycol based ZnO nanofluid Thermochim. Acta 491 1-2 2009 92 96
30. 2-water nanofluids Exp. Therm. Fluid Sci. 33 4 2009 706 714
31. S. Habibzadeh, A. Kazemi-Beydokhty, A.A. Khodadadi, S. Omanovic, M. Shariat-Niassar, and Y. Mortazavi Stability and thermal conductivity of nanofluids of tin dioxide synthesized via microwave-induced combustion route Chem. Eng. J. 156 2 2010 471 478
32. 2O nanofluids Int. J. Heat Mass Transfer 52 19-20 2009 4371 4374
33. M. Beck, Y. Yuan, P. Warrier, and A. Teja The thermal conductivity of alumina nanofluids in water, ethylene glycol, and ethylene glycol + water mixtures J. Nanopart. Res. 12 2010 1469 1477
34. 2 nanofluids Int. J. Thermophys. 30 4 2009 1213 1226
35. X. Wang, X. Xu, and S.U.S. Choi Thermal conductivity of nanoparticle-fluid mixture J. Thermophys. Heat Transfer 13 4 1999 474 480
36. T.-K. Hong, and H.-S. Yang Nanoparticle-dispersion-dependent thermal conductivity in nanofluids J. Korean Phys. Soc. 47 2005 S321 S324
37. 4 aqueous nanofluids Appl. Phys. Lett. 89 2006 023123
38. 2 dispersed in water and ethylene glycol Philos. Mag. 87 29 2007 4433 4444 (Pubitemid 47360078)
39. H.A. Mintsa, G. Roy, C.T. Nguyen, and D. Doucet New temperature dependent thermal conductivity data for water-based nanofluids Int. J. Therm. Sci. 48 2 2009 363 371
40. J.W. Gao, R.T. Zheng, H. Ohtani, D.S. Zhu, and G. Chen Experimental investigation of heat conduction mechanisms in nanofluids. Clue on clustering Nano Lett. 9 12 2009 4128 4132
41. 2-water nanofluids flowing under a turbulent flow regime Int. J. Heat Mass Transfer 53 1-3 2010 334 344
42. E.V. Timofeeva, J.L. Routbort, and D. Singh Particle shape effects on thermophysical properties of alumina nanofluids J. Appl. Phys. 106 1 2009 014304
43. M.P. Beck, Y. Yuan, P. Warrier, and A.S. Teja The effect of particle size on the thermal conductivity of alumina nanofluids J. Nanopart. Res. 11 2009 1129 1136
44. R.S. Vajjha, and D.K. Das Experimental determination of thermal conductivity of three nanofluids and development of new correlations Int. J. Heat Mass Transfer 52 21-22 2009 4675 4682
45. J.A. Eastman, S.U.S. Choi, S. Li, W. Yu, and L.J. Thompson Anomalously increased effective thermal conductivities of ethylene glycol-based nanofluids containing copper nanoparticles Appl. Phys. Lett. 78 6 2001 718 720
46. H.E. Patel, S.K. Das, T. Sundararajan, A.S. Nair, B. George, and T. Pradeep Thermal conductivities of naked and monolayer protected metal nanoparticle based nanofluids: manifestation of anomalous enhancement and chemical effects Appl. Phys. Lett. 83 14 2003 2931 2933
47. T.K. Hong, H.S. Yang, and C.J. Choi Study of the enhanced thermal conductivity of Fe nanofluids J. Appl. Phys. 97 6 2005 1 4
48. K.S. Hong, T.-K. Hong, and H.-S. Yang Thermal conductivity of Fe nanofluids depending on the cluster size of nanoparticles Appl. Phys. Lett. 88 2006 031901
49. M.J. Assael, I.N. Metaxa, K. Kakosimos, and D. Constantinou Thermal conductivity of nanofluids - experimental and theoretical Int. J. Thermophys. 27 4 2006 999 1017
50. 2O nanofluids Thermochim. Acta 469 1-2 2008 98 103
51. K. Sinha, B. Kavlicoglu, Y. Liu, F. Gordaninejad, and O.A. Graeve A comparative study of thermal behavior of iron and copper nanofluids J. Appl. Phys. 106 6 2009 064307
52. M. Chopkar, S. Sudarshan, P.K. Das, and I. Manna Effect of particle size on thermal conductivity of nanofluid Metall. Mater. Trans. A 39A 7 2008 1535 1542
53. M. Chopkar, P.K. Das, and I. Manna Synthesis and characterization of nanofluid for advanced heat transfer applications Scr. Mater. 55 6 2006 549 552
54. S.U.S. Choi, Z.G. Zhang, W. Yu, F.E. Lockwood, and E.A. Grulke Anomalous thermal conductivity enhancement in nanotube suspensions Appl. Phys. Lett. 79 14 2001 2252 2254 (Pubitemid 33600817)
55. M.S. Liu, M. Ching-Cheng Lin, I.T. Huang, and C.C. Wang Enhancement of thermal conductivity with carbon nanotube for nanofluids Int. Commun. Heat Mass Transfer 32 9 2005 1202 1210
56. M.J. Assael, I.N. Metaxa, J. Arvanitidis, D. Christofilos, and C. Lioutas Thermal conductivity enhancement in aqueous suspensions of carbon multi-walled and double-walled nanotubes in the presence of two different dispersants Int. J. Thermophys. 26 3 2005 647 664
57. H. Xie, and L. Chen Adjustable thermal conductivity in carbon nanotube nanofluids Phys. Lett. A Gen. Atom. Solid State Phys. 373 21 2009 1861 1864
58. P. Garg, J.L. Alvarado, C. Marsh, T.A. Carlson, D.A. Kessler, and K. Annamalai An experimental study on the effect of ultrasonication on viscosity and heat transfer performance of multi-wall carbon nanotube-based aqueous nanofluids Int. J. Heat Mass Transfer 52 21-22 2009 5090 5101
59. W. Jiang, G. Ding, and H. Peng Measurement and model on thermal conductivities of carbon nanotube nanorefrigerants Int. J. Therm. Sci. 48 6 2009 1108 1115
60. M. Emami Meibodi, M. Vafaie-Sefti, A.M. Rashidi, A. Amrollahi, M. Tabasi, and H.S. Kalal The role of different parameters on the stability and thermal conductivity of carbon nanotube/water nanofluids Int. Commun. Heat Mass Transfer 37 3 2010 319 323
61. H. Xie, H. Lee, W. Youn, and M. Choi Nanofluids containing multiwalled carbon nanotubes and their enhanced thermal conductivities J. Appl. Phys. 94 8 2003 4967 4971
62. H. Xie, J. Wang, T. Xi, and Y. Liu Thermal conductivity of suspensions containing nanosized SiC particles Int. J. Thermophys. 23 2 2002 571 580
63. B. Farajollahi, S.G. Etemad, and M. Hojjat Heat transfer of nanofluids in a shell and tube heat exchanger Int. J. Heat Mass Transfer 53 1-3 2010 12 17
64. S.Z. Heris, M.N. Esfahany, and G. Etemad Numerical investigation of nanofluid laminar convective heat transfer through a circular tube Numer. Heat Transfer A 52 11 2007 1043 1058
65. R.L. Hamilton, and O.K. Crosser Thermal conductivity of heterogeneous two component systems Ind. Eng. Chem. Fundam. 1 3 1962 187 191
66. S. Bélanger, and L. Gosselin Utilization of artificial neural networks in the context of materials selection for thermofluid design Numer. Heat Transfer A Appl. 55 9 2009 825 844
67. S. Deng, and Y. Hwang Solving the temperature distribution field in nonlinear heat conduction problems using the Hopfield neural network Numer. Heat Transfer B Fundam. 51 4 2007 374 389
68. S. Deng, and Y. Hwang Applying the Hopfield neural network to the solution of the temperature distribution field in nonlinear heat conduction problems Numer. Heat Transfer B Fundam. 50 6 2006 535 559
69. L. Fausett Fundamentals of Neural Networks: Architectures, Algorithms, and Applications 1994 Prentice Hall Englewood Cliffs, NJ