메뉴 건너뛰기




Volumn 137, Issue 6, 2015, Pages

Prediction of Two-Phase Heat Transfer Coefficients in a Horizontal Pipe for Different Inclined Positions With Artificial Neural Networks

Author keywords

artificial neural network; heat transfer coefficient; inclined positions; two phase flow

Indexed keywords

AIR; FEEDFORWARD NEURAL NETWORKS; FORECASTING; HEAT TRANSFER; HEAT TRANSFER COEFFICIENTS; LIQUIDS; NEURAL NETWORKS; REYNOLDS NUMBER;

EID: 84924943838     PISSN: 00221481     EISSN: 15288943     Source Type: Journal    
DOI: 10.1115/1.4029865     Document Type: Article
Times cited : (13)

References (36)
  • 1
    • 0032637145 scopus 로고    scopus 로고
    • Comparison of 20 Two-Phase Heat Transfer Correlations With Seven Sets of Experimental Data, Including Flow Pattern and Tube Inclination Effects
    • Kim, D., Ghajar, A. J., Dougherty, R. L., and Ryali, V. K., 1999, "Comparison of 20 Two-Phase Heat Transfer Correlations With Seven Sets of Experimental Data, Including Flow Pattern and Tube Inclination Effects," Heat Transfer Eng., 20 (1), pp. 15-40.
    • (1999) Heat Transfer Eng. , vol.20 , Issue.1 , pp. 15-40
    • Kim, D.1    Ghajar, A.J.2    Dougherty, R.L.3    Ryali, V.K.4
  • 2
    • 33645998464 scopus 로고    scopus 로고
    • A General Heat Transfer Correlation for Non-Boiling Gas-Liquid Flow With Different Flow Patterns in Horizontal Pipes
    • Kim, J., and Ghajar, A. J., 2006, "A General Heat Transfer Correlation for Non-Boiling Gas-Liquid Flow With Different Flow Patterns in Horizontal Pipes,"Int. J. Multiphase Flow, 32(4), pp. 447-465.
    • (2006) Int. J. Multiphase Flow , vol.32 , Issue.4 , pp. 447-465
    • Kim, J.1    Ghajar, A.J.2
  • 4
    • 0021519402 scopus 로고
    • Control of Paraffin Deposition in Production Operations
    • McClafin, G. G., and Whitfill, D. L., 1984, "Control of Paraffin Deposition in Production Operations," J. Pet. Technol., 36(11), pp. 1965-1970.
    • (1984) J. Pet. Technol. , vol.36 , Issue.11 , pp. 1965-1970
    • McClafin, G.G.1    Whitfill, D.L.2
  • 5
    • 84898818442 scopus 로고    scopus 로고
    • On the Insertion of a Thin Gas Layer in Micro Cylindrical Couette Flows Involving Power-Law Liquids
    • Hajmohammadi, M. R., and Nourazar, S. S., 2014, "On the Insertion of a Thin Gas Layer in Micro Cylindrical Couette Flows Involving Power-Law Liquids,"Int. J. Heat Mass Transfer, 75, pp. 97-108.
    • (2014) Int. J. Heat Mass Transfer , vol.75 , pp. 97-108
    • Hajmohammadi, M.R.1    Nourazar, S.S.2
  • 6
    • 84901279584 scopus 로고    scopus 로고
    • Analytical Solution for Two-Phase Flow Between Two Rotating Cylinders Filled With Power Law Liquid and a Micro Layer of Gas
    • Hajmohammadi, M. R., Nourazar, S. S., and Campo, A., 2014, "Analytical Solution for Two-Phase Flow Between Two Rotating Cylinders Filled With Power Law Liquid and a Micro Layer of Gas," J. Mech. Sci. Technol., 28 (5), pp. 1849-1854.
    • (2014) J. Mech. Sci. Technol. , vol.28 , Issue.5 , pp. 1849-1854
    • Hajmohammadi, M.R.1    Nourazar, S.S.2    Campo, A.3
  • 8
    • 38849138663 scopus 로고    scopus 로고
    • Neural Networks Approach for Prediction of Gas-Liquid Two-Phase Flow Pattern Based on Frequency Domain Analysis of Vortex Flowmeter Signals
    • Sun, Z., and Zhang, H., 2008, "Neural Networks Approach for Prediction of Gas-Liquid Two-Phase Flow Pattern Based on Frequency Domain Analysis of Vortex Flowmeter Signals," Meas. Sci. Technol., 19(1), pp. 1-8.
    • (2008) Meas. Sci. Technol. , vol.19 , Issue.1 , pp. 1-8
    • Sun, Z.1    Zhang, H.2
  • 9
    • 0026205389 scopus 로고
    • A Neural Network Methodology for Heat Transfer Data Analysis
    • Thibault, J., and Grandjean, B. P. A., 1991, "A Neural Network Methodology for Heat Transfer Data Analysis," Int. J. Heat Mass Transfer, 34(8), pp. 2063-2070.
    • (1991) Int. J. Heat Mass Transfer , vol.34 , Issue.8 , pp. 2063-2070
    • Thibault, J.1    Grandjean, B.P.A.2
  • 12
    • 0035300295 scopus 로고    scopus 로고
    • Heat Rate Predictions in Humid Air-Water Heat Exchangers Using Correlations and Neural Networks
    • Pacheco-Vega, A., Diaz, G., Sen, M., Yang, K. T., and McClain, R. L., 2000, "Heat Rate Predictions in Humid Air-Water Heat Exchangers Using Correlations and Neural Networks," ASME J. Heat Transfer, 123(2), pp. 348-354.
    • (2000) ASME J. 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
  • 13
    • 0035129451 scopus 로고    scopus 로고
    • Neural Network Analysis of Fin-Tube Refrigeration Heat Exchanger With Limited Experimental Data
    • Pacheco-Vega, A., Sen, M., Yang, K. T., and McClain, R. L., 2001, "Neural Network Analysis of Fin-Tube Refrigeration Heat Exchanger With Limited Experimental Data," Int. J. Heat Mass Transfer, 44(4), pp. 763-770.
    • (2001) Int. J. Heat Mass Transfer , vol.44 , Issue.4 , pp. 763-770
    • Pacheco-Vega, A.1    Sen, M.2    Yang, K.T.3    McClain, R.L.4
  • 14
    • 64749088633 scopus 로고    scopus 로고
    • Neural Networks Analysis of Thermal Characteristics on Plate-Fin Heat Exchangers With Limited Experimental Data
    • Peng, H., and Ling, X., 2009, "Neural Networks Analysis of Thermal Characteristics on Plate-Fin Heat Exchangers With Limited Experimental Data," Appl. Therm. Eng., 29(11-12), pp. 2251-2256.
    • (2009) Appl. Therm. Eng. , vol.29 , Issue.11-12 , pp. 2251-2256
    • Peng, H.1    Ling, X.2
  • 15
    • 34748865475 scopus 로고    scopus 로고
    • Correlating Heat Transfer and Friction in Helically-Finned Tubes Using Artificial Neural Networks
    • Zdaniuk, G. J., Chamra, L. M., and Walters, D. K., 2007, "Correlating Heat Transfer and Friction in Helically-Finned Tubes Using Artificial Neural Networks," Int. J. Heat Mass Transfer, 50(23-24), pp. 4713-4723.
    • (2007) Int. J. Heat Mass Transfer , vol.50 , Issue.23-24 , pp. 4713-4723
    • Zdaniuk, G.J.1    Chamra, L.M.2    Walters, D.K.3
  • 16
    • 79954582425 scopus 로고    scopus 로고
    • An Effectiveness Model for an Indirect Evaporative Cooling (IEC) System: Comparison of Artificial Neural Networks (ANN), Adaptive Neuro-Fuzzy Inference System (ANFIS) and Fuzzy Inference System (FIS) Approach
    • Kiran, T. R., and Rajput, S. P. S., 2011, "An Effectiveness Model for an Indirect Evaporative Cooling (IEC) System: Comparison of Artificial Neural Networks (ANN), Adaptive Neuro-Fuzzy Inference System (ANFIS) and Fuzzy Inference System (FIS) Approach," Appl. Soft Comput., 11(4), pp. 3525-3533.
    • (2011) Appl. Soft Comput. , vol.11 , Issue.4 , pp. 3525-3533
    • Kiran, T.R.1    Rajput, S.P.S.2
  • 17
    • 56449112462 scopus 로고    scopus 로고
    • Artificial Neural Networks (ANNs): A New Paradigm for Thermal Science and Engineering
    • Yang, K. T., 2008, "Artificial Neural Networks (ANNs): A New Paradigm for Thermal Science and Engineering," ASME J. Heat Transfer, 130(9), p. 093001.
    • (2008) ASME J. Heat Transfer , vol.130 , Issue.9 , pp. 093001
    • Yang, K.T.1
  • 18
    • 77955238942 scopus 로고    scopus 로고
    • Experimental Study and Genetic-Algorithm Based Correlation on Pressure Drop and Heat Transfer Performances of a Cross-Corrugated Primary Surface Heat Exchanger
    • Wang, Q. W., Zhang, D. J., and Xie, G. N., 2009, "Experimental Study and Genetic-Algorithm Based Correlation on Pressure Drop and Heat Transfer Performances of a Cross-Corrugated Primary Surface Heat Exchanger," ASME J. Heat Transfer, 131(6), p. 061802.
    • (2009) ASME J. Heat Transfer , vol.131 , Issue.6 , pp. 061802
    • Wang, Q.W.1    Zhang, D.J.2    Xie, G.N.3
  • 19
    • 84924984549 scopus 로고    scopus 로고
    • Optimal Heat Distribution Among Discrete Protruding Heat Sources in a Vertical Duct: A Combined Numerical and Experimental Study
    • Sudhakar, T. V. V., Shori, A., Balaji, C., and Venkateshan, S. P., 2009, "Optimal Heat Distribution Among Discrete Protruding Heat Sources in a Vertical Duct: A Combined Numerical and Experimental Study," ASME J. Heat Transfer, 132(1), p. 011401.
    • (2009) ASME J. Heat Transfer , vol.132 , Issue.1 , pp. 011401
    • Sudhakar, T.V.V.1    Shori, A.2    Balaji, C.3    Venkateshan, S.P.4
  • 20
    • 79952074878 scopus 로고    scopus 로고
    • Prediction of Local Heat Transfer in a Vertical Cavity Using Artificial Neutral Networks
    • Poulad, M. E., Naylor, D., and Fung, A. S., 2010, "Prediction of Local Heat Transfer in a Vertical Cavity Using Artificial Neutral Networks," ASME J. Heat Transfer, 132(12), p. 122501.
    • (2010) ASME J. Heat Transfer , vol.132 , Issue.12 , pp. 122501
    • Poulad, M.E.1    Naylor, D.2    Fung, A.S.3
  • 21
    • 78650013546 scopus 로고    scopus 로고
    • Cost and Entropy Generation Minimization of a Cross-Flow Plate Fin Heat Exchanger Using Multi-Objective Genetic Algorithm
    • Ahmadi, P., Hajabdollahi, H., and Dincer, I., 2010, "Cost and Entropy Generation Minimization of a Cross-Flow Plate Fin Heat Exchanger Using Multi-Objective Genetic Algorithm," ASME J. Heat Transfer, 133(2), p. 021801.
    • (2010) ASME J. Heat Transfer , vol.133 , Issue.2 , pp. 021801
    • Ahmadi, P.1    Hajabdollahi, H.2    Dincer, I.3
  • 22
    • 84883324359 scopus 로고    scopus 로고
    • Genetic Algorithm Optimization of a Finned-Tube Heat Exchanger Modeled With Volume-Averaging Theory
    • Geb, D., Zhou, F., DeMoulin, G., and Catton, I., 2013, "Genetic Algorithm Optimization of a Finned-Tube Heat Exchanger Modeled With Volume-Averaging Theory," ASME J. Heat Transfer, 135(8), p. 082602.
    • (2013) ASME J. Heat Transfer , vol.135 , Issue.8 , pp. 082602
    • Geb, D.1    Zhou, F.2    DeMoulin, G.3    Catton, I.4
  • 24
    • 84867818145 scopus 로고    scopus 로고
    • Applications of ANNs in Flow and Heat Transfer Problems in Nuclear Engineering: A Review Work
    • Tenglong, C., Guanghui, S., Suizheng, Q., and Wenxi, T., 2013, "Applications of ANNs in Flow and Heat Transfer Problems in Nuclear Engineering: A Review Work," Prog. Nucl. Energy, 62, pp. 54-71.
    • (2013) Prog. Nucl. Energy , vol.62 , pp. 54-71
    • Tenglong, C.1    Guanghui, S.2    Suizheng, Q.3    Wenxi, T.4
  • 25
    • 20444400636 scopus 로고    scopus 로고
    • Two-Phase Flow Regime Identification With a Multiclassification Support Vector Machine (SVM) Model
    • Trafalis, T. B., Olutayo, O., and Dimitrios, V. P., 2005, "Two-Phase Flow Regime Identification With a Multiclassification Support Vector Machine (SVM) Model," Ind. Eng. Chem. Res., 44(12), pp. 4414-4426.
    • (2005) Ind. Eng. Chem. Res. , vol.44 , Issue.12 , pp. 4414-4426
    • Trafalis, T.B.1    Olutayo, O.2    Dimitrios, V.P.3
  • 26
    • 62649143675 scopus 로고    scopus 로고
    • Non-Invasive On-Line Two-Phase Flow Regime Identification Employing Artificial Neural Networks
    • Tambouratzis, T., and Pazsit, I., 2009, "Non-Invasive On-Line Two-Phase Flow Regime Identification Employing Artificial Neural Networks," Ann. Nucl. Energy, 36 (4), pp. 464-469.
    • (2009) Ann. Nucl. Energy , vol.36 , Issue.4 , pp. 464-469
    • Tambouratzis, T.1    Pazsit, I.2
  • 27
    • 77950297180 scopus 로고    scopus 로고
    • A General Regression Artificial Neural Network for Two-Phase Flow Regime Identification
    • Tambouratzis, T., and Pazsit, I., 2010, "A General Regression Artificial Neural Network for Two-Phase Flow Regime Identification," Ann. Nucl. Energy, 37(5), pp. 672-680.
    • (2010) Ann. Nucl. Energy , vol.37 , Issue.5 , pp. 672-680
    • Tambouratzis, T.1    Pazsit, I.2
  • 29
    • 84888255999 scopus 로고    scopus 로고
    • Neural Network Toolbox, The MathWorks, Inc., Natick, MA
    • MathWorks, 2012, MATLAB® R2012b, Neural Network Toolbox, The MathWorks, Inc., Natick, MA.
    • (2012) MATLAB® R2012b
    • MathWorks1
  • 31
    • 0002312168 scopus 로고
    • Extrapolation and Interpolation in Neural Network Classifiers
    • Barnard, E., and Wessels, L., 1992, "Extrapolation and Interpolation in Neural Network Classifiers," IEEE Control Syst., 12(5), pp. 50-53.
    • (1992) IEEE Control Syst. , vol.12 , Issue.5 , pp. 50-53
    • Barnard, E.1    Wessels, L.2
  • 32
    • 0025635525 scopus 로고
    • Connectionist Nonparametric Regression: Multilayer Feed-forward Networks Can Learn Arbitrary Mappings
    • White, H., 1990, "Connectionist Nonparametric Regression: Multilayer Feed-forward Networks Can Learn Arbitrary Mappings," Neural Networks, 3(8), pp. 535-549.
    • (1990) Neural Networks , vol.3 , Issue.8 , pp. 535-549
    • White, H.1
  • 33
    • 0004718567 scopus 로고
    • Developing Neural Nets Currency Trading
    • Walczak, S., 1995, "Developing Neural Nets Currency Trading," Artif. Intell. Finance, 2(1), pp. 27-34.
    • (1995) Artif. Intell. Finance , vol.2 , Issue.1 , pp. 27-34
    • Walczak, S.1
  • 34
    • 75949089711 scopus 로고
    • Comparing the Modeling Performance of Regression and Neural Networks as Data Quality Varies: A Business Value Approach
    • Bansal, A., Kanuffman, R. J., and Weitz, R. R., 1993, "Comparing the Modeling Performance of Regression and Neural Networks as Data Quality Varies: A Business Value Approach," J. Manage. Inf. Syst., 10, pp. 11-32.
    • (1993) J. Manage. Inf. Syst. , vol.10 , pp. 11-32
    • Bansal, A.1    Kanuffman, R.J.2    Weitz, R.R.3
  • 35
    • 0031100287 scopus 로고    scopus 로고
    • Capabilities of Four Layered Feed Forward Neural Network: Four Layers Versus Three
    • Tamura, S., and Tateishi, M., 1997, "Capabilities of Four Layered Feed Forward Neural Network: Four Layers Versus Three," IEEE Trans. Neural Networks, 8(2), pp. 251-255.
    • (1997) IEEE Trans. Neural Networks , vol.8 , Issue.2 , pp. 251-255
    • Tamura, S.1    Tateishi, M.2
  • 36
    • 34247634588 scopus 로고    scopus 로고
    • Heat Transfer Measurements, Flow Pattern Maps, and Flow Visualization for Non-Boiling Two-Phase Flow in Horizontal and Slightly Inclined Pipe
    • Ghajar, A. J., and Tang, C. C., 2007, "Heat Transfer Measurements, Flow Pattern Maps, and Flow Visualization for Non-Boiling Two-Phase Flow in Horizontal and Slightly Inclined Pipe," Heat Transfer Eng., 28(6), pp. 525-540.
    • (2007) Heat Transfer Eng. , vol.28 , Issue.6 , pp. 525-540
    • Ghajar, A.J.1    Tang, C.C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.