Prediction of flow boiling heat transfer coefficient in horizontal channels varying from conventional to small-diameter scales by genetic neural network |
Zhang, Jing
(Shaanxi Key Lab. of Advanced Nuclear Energy and Technology, Xi'an Jiaotong University)
Ma, Yichao (Shaanxi Key Lab. of Advanced Nuclear Energy and Technology, Xi'an Jiaotong University) Wang, Mingjun (Shaanxi Key Lab. of Advanced Nuclear Energy and Technology, Xi'an Jiaotong University) Zhang, Dalin (Shaanxi Key Lab. of Advanced Nuclear Energy and Technology, Xi'an Jiaotong University) Qiu, Suizheng (Shaanxi Key Lab. of Advanced Nuclear Energy and Technology, Xi'an Jiaotong University) Tian, Wenxi (Shaanxi Key Lab. of Advanced Nuclear Energy and Technology, Xi'an Jiaotong University) Su, Guanghui (Shaanxi Key Lab. of Advanced Nuclear Energy and Technology, Xi'an Jiaotong University) |
1 | R. Baby, C. Balaji, Thermal optimization of PCM based pin fin heat sinks: an experimental study, Appl. Therm. Eng. 54 (1) (2013) 65-77. DOI |
2 | M. Mehrabi, M. Sharifpur, J.P. Meyer, Application of the FCM-based neurofuzzy inference system and genetic algorithm-polynomial neural network approaches to modelling the thermal conductivity of alumina-water nano-fluids, Int. Commun. Heat Mass Transf. 39 (7) (2012) 971-977. DOI |
3 | A. Mirsepahi, L. Chen, B.K. O'Neill, A comparative artificial intelligence approach to inverse heat transfer modeling of an irradiative dryer, Int. Commun. Heat Mass Transf. 41 (2013) 19-27. DOI |
4 | X.M. Dong, P.D. Juliana, D. Liu, J. Wang, Z.J. Zhang, Z.F. Tian, Numerical investigation of azimuthal heat conduction effects on CHF phenomenon in rod bundle channel, Ann. Nucl. Energy 121 (2018) 203-209. DOI |
5 | G.M. Lazarek, S.H. Black, Evaporative heat transfer, pressure drop and critical heat flux in a small vertical tube with R-113, Int. J. Heat Mass Transf. 25 (7) (1982) 945-960. DOI |
6 | X.F. Peng, B.X. Wang, Forced convection and flow boiling heat transfer for liquid flowing through microchannels, Int. J. Heat Mass Transf. 36 (14) (1993) 3421-3427. DOI |
7 | K. Jambunathan, S.L. Hartle, S. Ashforth-Frost, V.N. Fontama, et al., Evaluating convective heat transfer coefficients using neural networks, Int. J. Heat Mass Transf. 39 (11) (1996) 2329-2332. DOI |
8 | S.G. Kandlikar, Fundamental issues related to flow boiling in minichannels and microchannels, Exp. Therm. Fluid Sci. 26 (2) (2002) 389-407. DOI |
9 | D. Mikielewicz, A new method for determination of flow boiling heat transfer coefficient in conventional-diameter channels and minichannels, Heat Transf. Eng. 31 (4) (2010) 276-287. DOI |
10 | Y. Islamoglu, A new approach for the prediction of the heat transfer rate of the wire-on-tube type heat exchanger--use of an artificial neural network model, Appl. Therm. Eng. 23 (2) (2003) 243-249. DOI |
11 | S.S. Sablani, A neural network approach for non-iterative calculation of heat transfer coefficient in fluid-particle systems, Chem. Eng. Process: Process Intensification 40 (4) (2001) 363-369. DOI |
12 | G. Scalabrin, L. Piazza, Analysis of forced convection heat transfer to supercritical carbon dioxide inside tubes using neural networks, Int. J. Heat Mass Transf. 46 (7) (2003) 1139-1154. DOI |
13 | W.J. Wang, L.X. Zhao, C.L. Zhang, Generalized neural network correlation for flow boiling heat transfer of R22 and its alternative refrigerants inside horizontal smooth tubes, Int. J. Heat Mass Transf. 49 (15) (2006) 2458-2465. DOI |
14 | N. Amanifard, N. Nariman-Zadeh, M. Borji, et al., Modelling and Pareto optimization of heat transfer and flow coefficients in microchannels using GMDH type neural networks and genetic algorithms, Energy Convers. Manag. 49 (2) (2008) 311-325. DOI |
15 | M. Balcilar, A.S. Dalkilic, S. Wongwises, Artificial neural network techniques for the determination of condensation heat transfer characteristics during downward annular flow of R134a inside a vertical smooth tube, Heat Mass Transf. 38 (1) (2011) 75-84. DOI |
16 | J. Zhang, R.H. Chen, M.J. Wang, W.X. Tian, G.H. Su, et al., Prediction of LBB leakage for various conditions by genetic neural network and genetic algorithms, Nucl. Eng. Des. 325 (2017) 33-43. DOI |
17 | Yao, A review of evolutionary artificial neural networks, Int. J. Intell. Syst. 8 (1993) 539-567. DOI |
18 | Juergen Schmidhuber, Deep learning in neural networks: an overview, Neural Network. 61 (2015) 85-117. DOI |
19 | S. Haykin, Neural Networks, Practice-Hall Press, New Jersey, 1999. |
20 | D.E. Goldberg, K. Deb, A comparative analysis of selection schemes used in genetic algorithms, in: G. Rawlins (Ed.), Foundations of Genetic Algorithms, Morgan Kaufmann, San Mateo, CA, 1992, pp. 69-93. |
21 | A. Greco, Convective boiling of pure and mixed refrigerants: an experimental study of the major parameters affecting heat transfer, Int. J. Heat Mass Transf. 51 (3) (2008) 896-909. DOI |
22 | A.M. Jacobi, J.R. Thome, Heat transfer model for evaporation of elongated bubble flows in microchannels, J. Heat Transf. 124 (6) (2002) 1131-1136. DOI |
23 | A.S. Pamitran, K.I. Choi, J.T. Oh, et al., Forced convective boiling heat transfer of R-410A in horizontal minichannels, Int. J. Refrig. 30 (1) (2007) 155-165. DOI |
24 | R. Yun, H.J. Hyeok, Y. Kim, Evaporative heat transfer and pressure drop of R410A in microchannels, Int. J. Refrig. 29 (1) (2006) 92-100. DOI |
25 | L.M. Zhang, Artificial Neural Network Model and its Application [M], Shanghai:Fu Dan University Press, 1993 (in Chinese). |
26 | M. Gui, Q.C. Bi, G. Zhu, J. Wang, T. Wang, Experimental investigation on heat transfer performance of C-shape tube immerged in a water pool, Nucl. Eng. Des. 346 (2019) 220-229. DOI |
27 | A.S. Pamitran, K.I. Choi, J.T. Oh, Two-phase flow boiling heat transfer and pressure drop with R-407C, R-410A, R-22, and CO2 in horizontal minichannels, in: International Heat Transfer Conference 13, Begel House Inc, 2006. |
28 | J.P. Wattelet, Evaporative Characteristics of R-12, R-134a and a Mixture at Low Mass Fluxes, ASHRAE Transaction, 1994, pp. 603-615. |
29 | S.G. Kandlikar, A general correlation for saturated two-phase flow boiling heat transfer inside horizontal and vertical tubes, J. Heat Transf. 112 (1) (1990) 219-228. DOI |
30 | D. Jung, R. Radermacher, Transport properties and surface tension of pure and mixed refrigerants, ASHRAE Trans. 97 (1) (1991) 90-99. |
31 | C.S. Kuo, C.C. Wang, In-tube evaporation of HCFC-22 in a 9.52 mm micro-fin/smooth tube, Int. J. Heat Mass Transf. 39 (12) (1996) 2559-2569. DOI |
32 | M.H. Kim, J.S. Shin, Evaporating heat transfer of R22 and R410A in horizontal smooth and microfin tubes, Int. J. Refrig. 28 (6) (2005) 940-948. DOI |
33 | K. Seo, Y. Kim, Evaporation heat transfer and pressure drop of R-22 in 7 and 9.52 mm smooth/micro-fin tubes, Int. J. Heat Mass Transf. 43 (16) (2000) 2869-2882. DOI |
34 | A. Greco, G.P. Vanoli, Evaporation of refrigerants in a smooth horizontal tube: prediction of R22 and R507 heat transfer coefficients and pressure drop, Appl. Therm. Eng. 24 (14) (2004) 2189-2206. DOI |
35 | H. Hu, G. Ding, K. Wang, Heat transfer characteristics of R410A-oil mixture flow boiling inside a 7mm straight microfin tube, Int. J. Refrig. 31 (6) (2008) 1081-1093. DOI |
36 | A.S. Pamitran, K.I. Choi, J.T. Oh, et al., Two-phase flow heat transfer of propane vaporization in horizontal minichannels, J. Mech. Sci. Technol. 23 (3) (2009) 599-606. DOI |
37 | T.N. Tran, M.W. Wambsganss, J.A. Jendrzejczyk, et al., in: Boiling Heat Transfer in a Small Horizontal Rectangular Channel (No. ANL/MCT/CP-78815; CONF-930830-27), Argonne National Lab., IL, 1993. |
38 | T.N. Tran, M.W. Wambsganss, D.M. France, Small circular-and rectangular-channel boiling with two refrigerants, Int. J. Multiph. Flow 22 (3) (1996) 485-498. DOI |
39 | M. Wambsganss, J. Jendrzejczyk, T. Tran, et al., Boiling heat transfer in a horizontal small-diameter tube, J. Heat Transf. 115 (4) (1993) 963-972. DOI |
40 | W. Zhang, T. Hibiki, K. Mishima, Correlation for flow boiling heat transfer in mini-channels, Int. J. Heat Mass Transf. 47 (26) (2004) 5749-5763. DOI |
41 | S.G. Kandlikar, M. Steinke, Predicting Heat Transfer during Flow Boiling in Minichannels and Microchannels, 2003. |
42 | A.E. Bergles, V.J.H. Lienhard, G.E. Kendall, et al., Boiling and evaporation in small diameter channels, Heat Transf. Eng. 24 (1) (2003) 18-40. DOI |
43 | K. Gungor, R. Winter, A general correlation for flow boiling in tubes and annuli, Int. J. Heat Mass Transf. 29 (3) (1986) 351-358. DOI |
44 | G.H. Su, K. Fukuda, D. Jia, K. Morita, Application of an artificial neural network in reactor thermohydraulic problem: prediction of critical heat flux, J. Nucl. Sci. Technol. 39 (5) (2002) 564-571. DOI |
45 | J.C. Chen, Correlation for boiling heat transfer to saturated fluids in convective flow, Ind. Eng. Chem. Process Des. Dev. 5 (3) (1966) 322-329. DOI |
46 | M.M. Shah, Chart correlation for saturated boiling heat-transfer: equations and further study, ASHRAE Trans. 88 (1) (1982) 85-96. |
47 | L. Wojtan, T. Ursenbacher, J.R. Thome, Investigation of flow boiling in horizontal tubes: Part I - a new diabatic two-phase flow pattern map, Int. J. Heat Mass Transf. 48 (14) (2005a) 2955-2969. DOI |
48 | Y. Kim, K. Seo, J.T. Chung, Evaporation heat transfer characteristics of R-410A in 7 and 9.52 mm smooth/micro-fin tubes, Int. J. Refrig. 25 (6) (2002) 716-730. DOI |
49 | O. Zurcher, D. Favrat, J.R. Thome, Evaporation of refrigerants in a horizontal tube: an improved flow pattern dependent heat transfer model compared to ammonia data, Int. J. Heat Mass Transf. 45 (2) (2002) 303-317. DOI |
50 | S.S. Bertsch, E.A. Groll, S.V. Garimella, Review and comparative analysis of studies on saturated flow boiling in small channels, Nanoscale Microscale Thermophys. Eng. 12 (3) (2008) 187-227. DOI |
51 | Z.Y. Bao, D.F. Fletcher, B.S. Haynes, Flow boiling heat transfer of Freon R11 and HCFC123 in narrow passages, Int. J. Heat Mass Transf. 43 (18) (2000) 3347-3358. DOI |
52 | L. Wojtan, T. Ursenbacher, J.R. Thome, Investigation of flow boiling in horizontal tubes: Part II - development of a new heat transfer model for stratifiedwavy, dryout and mist flow regimes, Int. J. Heat Mass Transf. 48 (14) (2005b) 2970-2985. DOI |
53 | K.H. Bang, K.E. Hong, I.S. Hwang, Flow boiling of water in mini-channels: effect of pressure, in: Proceedings of the 5th International Conference on Nano-channels, Microchannels and Mini-channels, Puebla, Mexico, 2007. |
54 | K.H. Bang, K.K. Kim, S.K. Lee, et al., Pressure effect on flow boiling heat transfer of water in minichannels, Int. J. Therm. Sci. 50 (3) (2011) 280-286. DOI |
55 | K.I. Choi, A.S. Pamitran, C.Y. Oh, et al., Boiling heat transfer of R-22, R-134a, and in horizontal smooth minichannels, Int. J. Refrig. 30 (8) (2007) 1336-1346. DOI |
56 | E.P.B. Filhoa, J.M.S. Jabardob, Convective boiling performance of refrigerant R-134a in herringbone and microfin copper tubes, Int. J. Refrig. 29 (1) (2006) 81-91. DOI |
57 | D. Jung, Y. Cho, K. Park, Flow condensation heat transfer coefficients of R22, R134a, R407C, and R410A inside plain and microfin tubes, Int. J. Refrig. 27 (1) (2004) 25-32. DOI |
58 | K. Kuwahara, S. Koyama, Y. Hashimoto, Characteristics of evaporation heat transfer and flow pattern of pure refrigerant HFC134a in a horizontal capillary tube, Fluid. Ther. Eng. 43 (4) (2000) 640-646. |