Modeling of heat transfer in cisterns using artificial neural networks

Journal of Thermophysics and Heat Transfer

Volumn 23, Issue 2, 2009, Pages 411-415

  Madoliat, R ^a,c   Razavi, M ^b,d   Dehghani, A R ^b,d  

^a IRAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Iran)

^b ISLAMIC AZAD UNIVERSITY   (Iran)

^c Department of Materials Science and Engineering   (Iran)

^d Science and Research Campus ^*  (Iran)

Author keywords

[No Author keywords available]

Indexed keywords

BACKPROPAGATION ALGORITHMS; DIGITAL STORAGE; NEURAL NETWORKS; RESERVOIRS (WATER);

COLD WATERS; INPUT AND OUTPUTS; MODEL OF HEAT TRANSFERS; MULTILAYER FEEDFORWARD NETWORKS; STORAGE SYSTEMS; THERMAL PERFORMANCE; UNDERGROUND STORAGE;

HEAT TRANSFER PERFORMANCE;

EID: 67650845162     PISSN: 08878722     EISSN: 15336808     Source Type: Journal    
DOI: 10.2514/1.37043     Document Type: Article

References (24)

1. Dincer, I., and Rosen, M. A., Thermal Energy Storage Systems and Applications, Wiley, New York, 2002.
2. Saito, A., "Recent Advances in Research on Cold Thermal Energy Storage," International Journal of Refrigeration, Vol. 25, No. 2, Mar. 2002, pp. 177-189. doi:10.1016/S0140-7007(01)00078-0
3. Nelson, J. E. B., Balakrishnan, A. R., and Murthy, S. S., "Parametric Studies on Thermally Stratified Chilled Water Storage Systems," Applied Thermal Engineering, Vol. 19, No. 1, Jan. 1999, pp. 89-115. doi:10.1016/S1359-4311(98)00014-3
4. Nelson, J. E. B., Balakrishnan, A. R., and Murthy, S. S., "Experiments on Stratified Chilled-Water Tanks," International Journal of Refrigeration, Vol. 22, No. 3, May 1999, pp. 216-234. doi:10.1016/S0140-7007(98)00055-3
5. Al-Marafie, A. M. R., "Stratification Behavior in Chilled Water Storage Tank," International Journal of Refrigeration, Vol. 10, No. 6, Nov. 1987, pp. 364-366. doi:10.1016/0140-7007(87)90125-3
6. Suri, R. K., Al-Marafie, A. M. R., Maheshwari, G. P., Al-Juwayhel, F., Al-Jandal, S., Al-Madani, K., and Aburshid, H., "Experimental Investigation of Chilled Water Storage Technique for Peak Power Shaving," International Journal of Refrigeration, Vol. 12, No. 4, July 1989, pp. 213-219. doi:10.1016/0140-7007(89)90046-7
7. Alizadeh, S., "An Experimental and Numerical Study of Thermal Stratification in a Horizontal Cylindrical Solar Storage Tank," Solar Energy, Vol. 66, No. 6, Sept. 1999, pp. 409-421. doi:10.1016/S0038-092X(99) 00036-5
8. Gursu, S., Sherif, S. A., Veziroglut, T. N., and Sheffield, J. W., "Analysis And Optimization Of Thermal Stratification and Self-Pressurization Effects in Liquid Hydrogen Storage Systems, 1: Model Development," Journal of Energy Resources Technology, Vol. 115, No. 3, 1993, pp. 221-227. doi:10.1115/1.2905997
9. Pietrzyk, J. R., and Hepworth, H. K., "Analysis of Thermal Stratification in Cryogen Storage Tanks Under Quiescent, Microgravity Conditions," 27th AIAA, SAE, ASME, and ASEE, Joint Propulsion Conference, AIAA Paper 1991-2327, June 1991.
10. Altuntop, N., Arslan, M., Ozceyhan, V., and Kanoglu, M., "Effect of Obstacles on Thermal Stratification in Hot Water Storage Tanks," Applied Thermal Engineering, Vol. 25, Nos. 14-15, Oct. 2005, pp. 2285-2298. doi:10.1016/j.applthermaleng.2004.12.013
11. Li, Z. F., and Sumathy, K., "Performance Study of a Partitioned Thermally Stratified Storage Tank in a Solar Powered Absorption Air Conditioning System," Applied Thermal Engineering, Vol. 22, No. 11, Aug. 2002, pp. 1207-1216. doi:10.1016/S1359-4311(02)00048-0
12. Kerkeni, C., BenJemaa, F., Kooli, S., Farhat, A., and Belghith, A., "Solar Domestic Hot Water: Numerical and Experimental Study of the Thermal Stratification in a Storage Tank," 2000 Mediterranean Conference for Environment and Solar, Inst. of Electrical and Electronics Engineers, Piscataway, NJ, 2000, pp. 195-199. doi:10.1109/CMPLES.2000.939897
13. Bahadori, M. N., and Haghighat, F., "Long-Term Storage of Chilled Water in Cisterns in Hot, Arid Regions," Building and Environment, Vol. 23, No. 1, 1988, pp. 29-37. doi:10.1016/0360-1323(88)90015-7
14. Dehghan, A., "An Experimental Investigation of Thermal Stratification in an Underground Water Reservoir," 2004 ASME Heat Transfer/ Fluids Engineering Summer Conference, American Society of Mechanical Engineers, New York, July 2004, pp. 1-4.
15. Olmsted, D. D., "History and Principles of Neural Networks to 1960," http://www.neurocomputing.org/NNHistoryTo1960.aspx.
16. McCulloch, W., and Pitts, W., "A Logical Calculus of the Ideas Immanent in Nervous Activity," Bulletin of Mathematical Biophysics, Vol. 5, 1943, pp. 115-133. doi:10.1007/BF02459570
17. Weinbaum, S., "A Hypothesis for Vulnerable Plaque Rupture Due to Stress-Induced Debonding Around Cellular Micro Calcifications in Thin Fibrous Caps," Proceedings of the National Academy of Sciences of the United States of America, National Academy of Sciences, Washington, D.C., Mar. 2007, pp. 5-6. doi:10.1073/pnas.0606310103
18. Islamoglu, Y., "Experimental and Numerical Analysis of Heat Transfer in Corrugated Duct," Ph.D. Thesis, Sakarya Univ., Adapazari, Turkey, 2002.
19. Islamoglu, Y., Halici, F., and Parmaksizoglu, C., "A Computer Aided Analysis of Heat Transfer in Plate Heat Exchanger Channels with Experimental Confirmation," Proceedings of the Russian National Symposium on Power Engineering, 2001, pp. 256-261.
20. Diaz, G., Sen, M., Yang, K. T., and McClain, R. L., "Dynamic Prediction and Control of Heat Exchangers Using Artificial Neural Networks," International Journal of Heat and Mass Transfer, Vol. 44, No. 9, May 2001, pp. 1671-1679. doi:10.1016/S0017-9310(00)00228-3
21. Pacheco-Vega, A., Diaz, G., Sen, M., Yang, K. T., and McClain, R. L., "Heat Rate Predictions Air-Water Heat Exchangers Using Correlations and Neural Networks," Journal of Heat Transfer, Vol. 123, No. 2, 2001, pp. 348-354. doi:10.1115/1.1351167
22. Sablani, S. S., Kacimov, A., Perret, J., Mujumdar, A. S., and Campo, A., "Non-Iterative Estimation of Heat Transfer Coefficients Using Artificial Neural Network Models," International Journal of Heat and Mass Transfer, Vol. 48, Nos. 3-4, Jan.-Feb. 2005, pp. 665-679. doi:10.1016/j.ijheatmasstransfer.2004.09.005
23. Islamoglu, Y., and Kurt, A., "Heat Transfer Analysis Using ANNs with Experimental Data for Air Flowing in Corrugated Channels," International Journal of Heat and Mass Transfer, Vol. 47, Nos. 6-7, Mar. 2004, pp. 1361-1365. doi:10.1016/j.ijheatmasstransfer.2003.07.031
24. Tsang, T. H., Edgar, T. F., and Hougen, J. O., "Estimation of Heat Transfer Parameters in a Packed Bed," Chemical Engineering Journal (Lausanne), Vol. 11, No. 1, 1976, pp. 57-66. doi:10.1016/0300-9467(76)80006- 8