Using neural network for determination of viscosity in water-TiO 2 nanofluid

Advances in Mechanical Engineering

Volumn 2012, Issue , 2012, Pages

  Bahiraei, Mehdi ^a   Hosseinalipour, Seyed Mostafa ^a   Zabihi, Kaveh ^a   Taheran, Ehsan ^a  

^a IRAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Iran)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 84871459491     PISSN: 16878132     EISSN: 16878140     Source Type: Journal    
DOI: 10.1155/2012/742680     Document Type: Article

References (43)

1. Kole M., Dey T. K., Viscosity of alumina nanoparticles dispersed in car engine coolant. Experimental Thermal and Fluid Science 2010 34 6 677 683 2-s2.0-77951136264 10.1016/j.expthermflusci.2009.12.009
2. 3 nanofluid and with longitudinal strip inserts in a circular tube. International Journal of Heat and Mass Transfer 2010 53 19-20 4280 4286 2-s2.0-77954564807 10.1016/j.ijheatmasstransfer.2010.05.056
3. Zhou D. W., Heat transfer enhancement of copper nanofluid with acoustic cavitation. International Journal of Heat and Mass Transfer 2004 47 14-16 3109 3117 2-s2.0-2442499447 10.1016/j.ijheatmasstransfer.2004.02.018 (Pubitemid 38616291)
4. Xuan Y., Li Q., Heat transfer enhancement of nanofluids. International Journal of Heat and Fluid Flow 2000 21 1 58 64 2-s2.0-0034069053 10.1016/S0142-727X(99)00067-3 (Pubitemid 30192457)
5. Mashaei P. R., Hosseinalipour S. M., Bahiraei M., Numerical investigation of nanofluid forced convection in channels with discrete heat sources. Journal of Applied Mathematics 2012 2012 18 259284 10.1155/2012/259284
6. Jung J. Y., Cho C., Lee W. H., Kang Y. T., Thermal conductivity measurement and characterization of binary nanofluids. International Journal of Heat and Mass Transfer 2011 54 9-10 1728 1733 2-s2.0-79952280174 10.1016/j.ijheatmasstransfer.2011.01.021
7. 3 nanofluid characterization: thermal conductivity and viscosity measurements and correlation. Advances in Mechanical Engineering 2012 2012 8 674947 10.1155/2012/674947
8. Yeganeh M., Shahtahmasebi N., Kompany A., Goharshadi E. K., Youssefi A., Šiller L., Volume fraction and temperature variations of the effective thermal conductivity of nanodiamond fluids in deionized water. International Journal of Heat and Mass Transfer 2010 53 15-16 3186 3192 2-s2.0-77953293135 10.1016/j.ijheatmasstransfer.2010.03.008
9. Zhang X., Gu H., Fujii M., Effective thermal conductivity and thermal diffusivity of nanofluids containing spherical and cylindrical nanoparticles. Experimental Thermal and Fluid Science 2007 31 6 593 599 2-s2.0-33947722121 10.1016/j.expthermflusci.2006.06.009 (Pubitemid 46507722)
10. Zhang X., Gu H., Fujii M., Experimental study on the effective thermal conductivity and thermal diffusivity of nanofluids. International Journal of Thermophysics 2006 27 2 569 580 2-s2.0-33748792032 10.1007/s10765-006-0054-1 (Pubitemid 44406961)
11. Zhang X., Gu H., Fujii M., Effective thermal conductivity and thermal diffusivity of nanofluids containing spherical and cylindrical nanoparticles. Journal of Applied Physics 2006 100 4 2-s2.0-33748307724 10.1063/1.2259789 044325 (Pubitemid 44327332)
12. Eastman J. A., Choi S. U. S., Li S., Yu W., Thompson L. J., Anomalously increased effective thermal conductivities of ethylene glycol-based nanofluids containing copper nanoparticles. Applied Physics Letters 2001 78 6 718 720 2-s2.0-0001435905 10.1063/1.1341218 (Pubitemid 33630327)
13. 3-water nanofluids. Journal of Applied Physics 2007 101 4 2-s2.0-33847614293 10.1063/1.2436472 044312 (Pubitemid 46362957)
14. Kang H. U., Kim S. H., Oh J. M., Estimation of thermal conductivity of nanofluid using experimental effective particle volume. Experimental Heat Transfer 2006 19 3 181 191 2-s2.0-33745174178 10.1080/08916150600619281 (Pubitemid 43898377)
15. Saidur R., Kazi S. N., Hossain M. S., Rahman M. M., Mohammed H. A., A review on the performance of nanoparticles suspended with refrigerants and lubricating oils in refrigeration systems. Renewable and Sustainable Energy Reviews 2011 15 1 310 323 2-s2.0-78149407529 10.1016/j.rser.2010.08.018
16. Saidur R., Leong K. Y., Mohammad H. A., A review on applications and challenges of nanofluids. Renewable and Sustainable Energy Reviews 2011 15 3 1646 1668 2-s2.0-78651069050 10.1016/j.rser.2010.11.035
17. Das S. K., Choi S. U. S., Patel H. E., Heat transfer in nanofluids-a review. Heat Transfer Engineering 2006 27 10 3 19 2-s2.0-33749265491 10.1080/01457630600904593 (Pubitemid 44483223)
18. Murshed S. M. S., Leong K. C., Yang C., Thermophysical and electrokinetic properties of nanofluids-a critical review. Applied Thermal Engineering 2008 28 17-18 2109 2125 2-s2.0-50549103866 10.1016/j.applthermaleng.2008.01.005
19. Ramesh G., Prabhu N., Review of thermo-physical properties, wetting and heat transfer characteristics of nanofluids and their applicability in industrial quench heat treatment. Nanoscale Research Letter 2011 6 1, article 334 10.1186/1556-276X-6-334
20. Mahbubul I. M., Saidur R., Amalina M. A., Latest developments on the viscosity of nanofluids. International Journal of Heat and Mass Transfer 2012 55 874 885
21. Prasher R., Song D., Wang J., Phelan P., Measurements of nanofluid viscosity and its implications for thermal applications. Applied Physics Letters 2006 89 13 2-s2.0-33749265111 10.1063/1.2356113 133108 (Pubitemid 44484142)
22. Chevalier J., Tillement O., Ayela F., Rheological properties of nanofluids flowing through microchannels. Applied Physics Letters 2007 91 23 2-s2.0-36849074638 10.1063/1.2821117 233103 (Pubitemid 350234483)
23. Pak B. C., Cho Y. I., Hydrodynamic and heat transfer study of dispersed fluids with submicron metallic oxide particles. Experimental Heat Transfer 1998 11 2 151 170 2-s2.0-0032043092 (Pubitemid 128573374)
24. Batchelor G. K., EThe effect of Brownian motion on the bulk stress in a suspension of spherical particles. Journal of Fluid Mechanics 1977 83 1 97 117 2-s2.0-0017551342 (Pubitemid 8554691)
25. 2 nanoparticles (nanofluids) flowing upward through a vertical pipe. International Journal of Heat and Mass Transfer 2007 50 11-12 2272 2281 2-s2.0-33947152489 10.1016/j. ijheatmasstransfer.2006.10.024 (Pubitemid 46412319)
26. Murshed S. M. S., Leong K. C., Yang C., Investigations of thermal conductivity and viscosity of nanofluids. International Journal of Thermal Sciences 2008 47 5 560 568 2-s2.0-39449114611 10.1016/j.ijthermalsci.2007.05.004 (Pubitemid 351273651)
27. Yang Y., Zhang Z. G., Grulke E. A., Anderson W. B., Wu G., Heat transfer properties of nanoparticle-in-fluid dispersions (nanofluids) in laminar flow. International Journal of Heat and Mass Transfer 2005 48 6 1107 1116 2-s2.0-13644261470 10.1016/j.ijheatmasstransfer.2004.09.038 (Pubitemid 40231271)
28. Nguyen C. T., Desgranges F., Roy G., Galanis N., Maré T., Boucher S., Angue Mintsa H., Temperature and particle-size dependent viscosity data for water-based nanofluids-hysteresis phenomenon. International Journal of Heat and Fluid Flow 2007 28 6 1492 1506 2-s2.0-36248987328 10.1016/j.ijheatfluidflow. 2007.02.004 (Pubitemid 350129816)
29. 3-water nanofluid-hysteresis: is heat transfer enhancement using nanofluids reliable? International Journal of Thermal Sciences 2008 47 2 103 111 2-s2.0-36448965689 10.1016/j.ijthermalsci.2007.01.033 (Pubitemid 350161861)
30. Chen L., Xie H., Li Y., Yu W., Nanofluids containing carbon nanotubes treated by mechanochemical reaction. Thermochimica Acta 2008 477 1-2 21 24 2-s2.0-53249101311 10.1016/j.tca.2008.08.001
31. 2-water nanofluids. Experimental Thermal and Fluid Science 2009 33 4 706 714 2-s2.0-73749083621 10.1016/j.expthermflusci.2009.01.005
32. Sreeraj P., Kannan T., Modelling and prediction of stainless steel clad bead geometry deposited by GMAW using regression and artificial neural network modelsviscosity measurements. Advances in Mechanical Engineering 2012 2012 12 237379 10.1155/2012/237379
33. Pacheco-Vega A., Sen M., Yang K. T., McClain R. L., Neural network analysis of fin-tube refrigerating heat exchanger with limited experimental data. International Journal of Heat and Mass Transfer 2001 44 4 763 770 2-s2.0-0035129451 10.1016/S0017-9310(00)00139-3 (Pubitemid 32152907)
34. Arcaklioglu E., Erişen A., Yilmaz R., Artificial neural network analysis of heat pumps using refrigerant mixtures. Energy Conversion and Management 2004 45 11-12 1917 1929 2-s2.0-1642355338 10.1016/j.enconman.2003.09. 028
35. Banooni S., Hosseinalipour S. M., Mujumdar A. S., Taherkhani P., Bahiraei M., Baking of flat bread in an impingement oven: modeling and optimization. Drying Technology 2009 27 1 103 112 2-s2.0-58449088777 10.1080/07373930802565954
36. Papari M. M., Yousefi F., Moghadasi J., Karimi H., Campo A., Modeling thermal conductivity augmentation of nanofluids using diffusion neural networks. International Journal of Thermal Sciences 2011 50 1 44 52 2-s2.0-78349304474 10.1016/j.ijthermalsci.2010.09.006
37. Hojjat M., Etemad S. G., Bagheri R., Thibault J., Thermal conductivity of non-Newtonian nanofluids: experimental data and modeling using neural network. International Journal of Heat and Mass Transfer 2011 54 5-6 1017 1023 2-s2.0-78650621663 10.1016/j.ijheatmasstransfer.2010.11.039
38. Santra A. K., Chakraborty N., Sen S., Prediction of heat transfer due to presence of copper-water nanofluid using resilient-propagation neural network. International Journal of Thermal Sciences 2009 48 7 1311 1318 2-s2.0-67349096798 10.1016/j.ijthermalsci.2008.11.009
39. Xuan Y., Li Q., Investigation on convective heat transfer and flow features of nanofluids. Journal of Heat Transfer 2003 125 1 151 155 2-s2.0-0037902411 10.1115/1.1532008 (Pubitemid 36615131)
40. Fox R. W., McDonald A. T., Pritchard P. J., Introduction to Fluid Mechanics 2004 New York, NY, USA John Wiley & Sons
41. Einstein A., Eine neue bestimmung der moleküldimensionen. Annals of Physics 1906 324 2 289 306
42. Brinkman H. C., The viscosity of concentrated suspensions and solutions. The Journal of Chemical Physics 1952 20 4 571 2-s2.0-0012452966
43. Lundgren T. S., Slow flow through stationary random beds and suspensions of spheres. Journal of Fluid Mechanics 1972 51 2 273 299