메뉴 건너뛰기




Volumn 45, Issue 7, 2006, Pages 664-680

Mixtures flow boiling: modeling heat transfer through artificial neural networks

Author keywords

Artificial neural networks; Flow boiling; Heat transfer correlations; Inside horizontal tubes; Mixtures; Modeling; Smooth tubes

Indexed keywords

COMPOSITION; HEAT TRANSFER; HEURISTIC METHODS; MATHEMATICAL MODELS; NEURAL NETWORKS; PHYSICAL PROPERTIES;

EID: 33646387155     PISSN: 12900729     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ijthermalsci.2005.09.011     Document Type: Article
Times cited : (19)

References (30)
  • 1
    • 33646428348 scopus 로고    scopus 로고
    • Modeling flow boiling heat transfer of pure fluids through artificial neural networks
    • Scalabrin G., Condosta M., and Marchi P. Modeling flow boiling heat transfer of pure fluids through artificial neural networks. Int. J. Therm. Sci. 45 (2006) 643-663
    • (2006) Int. J. Therm. Sci. , vol.45 , pp. 643-663
    • Scalabrin, G.1    Condosta, M.2    Marchi, P.3
  • 2
    • 33947271970 scopus 로고
    • Correlation for boiling heat transfer to saturated fluids in convective flow
    • Chen J.C. Correlation for boiling heat transfer to saturated fluids in convective flow. Ind. Eng. Chem. Process Des. Dev. 5 (1966) 322-329
    • (1966) Ind. Eng. Chem. Process Des. Dev. , vol.5 , pp. 322-329
    • Chen, J.C.1
  • 3
    • 0020904875 scopus 로고    scopus 로고
    • R. Radermacher, H. Ross, D. Didion, Experimental determination of forced convection evaporative heat transfer coefficients for non-azeotropic refrigerant mixtures, in: ASME Nat. Heat Transfer Conf., ASME Paper No. 83-WA/HT 54, 1983
  • 4
    • 0023344480 scopus 로고
    • Horizontal flow boiling of pure and mixed refrigerants
    • Ross H., Radermacher R., and di Marzo M. Horizontal flow boiling of pure and mixed refrigerants. Int. J. Heat Mass Transfer 30 5 (1987) 979-992
    • (1987) Int. J. Heat Mass Transfer , vol.30 , Issue.5 , pp. 979-992
    • Ross, H.1    Radermacher, R.2    di Marzo, M.3
  • 5
    • 0024480075 scopus 로고
    • Horizontal flow boiling heat transfer experiments with a mixture of R22/R114
    • Jung D.S., McLinden M., Radermacher R., and Didion D. Horizontal flow boiling heat transfer experiments with a mixture of R22/R114. Int. J. Heat Mass Transfer 32 (1989) 131-145
    • (1989) Int. J. Heat Mass Transfer , vol.32 , pp. 131-145
    • Jung, D.S.1    McLinden, M.2    Radermacher, R.3    Didion, D.4
  • 7
    • 38249006721 scopus 로고
    • Prediction of evaporation heat transfer coefficient and pressure drop of refrigerant mixtures in horizontal tubes
    • Jung D.S., and Radermacher R. Prediction of evaporation heat transfer coefficient and pressure drop of refrigerant mixtures in horizontal tubes. Int. J. Refrig. 16 (1993) 201-209
    • (1993) Int. J. Refrig. , vol.16 , pp. 201-209
    • Jung, D.S.1    Radermacher, R.2
  • 8
    • 43949173209 scopus 로고
    • Prediction of evaporation heat transfer coefficient and pressure drop of refrigerant mixtures
    • Jung D.S., and Radermacher R. Prediction of evaporation heat transfer coefficient and pressure drop of refrigerant mixtures. Int. J. Refrig. 16 (1993) 330-338
    • (1993) Int. J. Refrig. , vol.16 , pp. 330-338
    • Jung, D.S.1    Radermacher, R.2
  • 9
    • 0343192362 scopus 로고    scopus 로고
    • Evaporation heat transfer of R-32, R-134a, R-32/134a, and R-32/125/134a inside a horizontal smooth tube
    • Choi T.Y., Kim Y.J., Kim M.S., and Ro S.T. Evaporation heat transfer of R-32, R-134a, R-32/134a, and R-32/125/134a inside a horizontal smooth tube. Int. J. Heat Mass Transfer 43 (2000) 3651-3660
    • (2000) Int. J. Heat Mass Transfer , vol.43 , pp. 3651-3660
    • Choi, T.Y.1    Kim, Y.J.2    Kim, M.S.3    Ro, S.T.4
  • 10
    • 0038692491 scopus 로고
    • Heat transfer to boiling saturated liquids
    • VDI-Verlag, Düsseldorf
    • Steiner D. Heat transfer to boiling saturated liquids. VDI Heat Atlas, Section Hbb (1993), VDI-Verlag, Düsseldorf
    • (1993) VDI Heat Atlas, Section Hbb
    • Steiner, D.1
  • 12
    • 0037199059 scopus 로고    scopus 로고
    • A viscosity equation of state for R134a through a multi-layer feedforward neural network technique
    • Cristofoli G., Piazza L., and Scalabrin G. A viscosity equation of state for R134a through a multi-layer feedforward neural network technique. Fluid Phase Equilibria 199 (2002) 223-236
    • (2002) Fluid Phase Equilibria , vol.199 , pp. 223-236
    • Cristofoli, G.1    Piazza, L.2    Scalabrin, G.3
  • 13
    • 0345871324 scopus 로고    scopus 로고
    • The viscosity surfaces of propane in the form of multilayer feed forward neural networks
    • Scalabrin G., and Cristofoli G. The viscosity surfaces of propane in the form of multilayer feed forward neural networks. Int. J. Thermophys. 24 5 (2003) 1241-1263
    • (2003) Int. J. Thermophys. , vol.24 , Issue.5 , pp. 1241-1263
    • Scalabrin, G.1    Cristofoli, G.2
  • 14
    • 0026205389 scopus 로고
    • A neural network methodology for heat transfer data analysis
    • Thibault J., and Grandjean B.P.A. A neural network methodology for heat transfer data analysis. Int. J. Heat Mass Transfer 34 8 (1991) 2063-2070
    • (1991) Int. J. Heat Mass Transfer , vol.34 , Issue.8 , pp. 2063-2070
    • Thibault, J.1    Grandjean, B.P.A.2
  • 16
    • 0037365069 scopus 로고    scopus 로고
    • Analysis of forced convection heat transfer to supercritical carbon dioxide inside tubes using neural networks
    • Scalabrin G., and Piazza L. Analysis of forced convection heat transfer to supercritical carbon dioxide inside tubes using neural networks. Int. J. Heat Mass Transfer 46 (2003) 1139-1154
    • (2003) Int. J. Heat Mass Transfer , vol.46 , pp. 1139-1154
    • Scalabrin, G.1    Piazza, L.2
  • 17
    • 0042322734 scopus 로고    scopus 로고
    • Convective cooling of supercritical carbon dioxide inside tubes: heat transfer analysis through neural networks
    • Scalabrin G., Piazza L., and Condosta M. Convective cooling of supercritical carbon dioxide inside tubes: heat transfer analysis through neural networks. Int. J. Heat Mass Transfer 46 (2003) 4413-4425
    • (2003) Int. J. Heat Mass Transfer , vol.46 , pp. 4413-4425
    • Scalabrin, G.1    Piazza, L.2    Condosta, M.3
  • 18
    • 0024861871 scopus 로고
    • Approximation by superpositions of a sigmoidal function
    • Cybenko G. Approximation by superpositions of a sigmoidal function. Math. Control Signals Systems 2 (1989) 303-314
    • (1989) Math. Control Signals Systems , vol.2 , pp. 303-314
    • Cybenko, G.1
  • 19
    • 0024880831 scopus 로고
    • Multilayer feedforward networks are universal approximators
    • Hornik K., Stinchcombe M., and White H. Multilayer feedforward networks are universal approximators. Neural Networks 2 (1989) 359-366
    • (1989) Neural Networks , vol.2 , pp. 359-366
    • Hornik, K.1    Stinchcombe, M.2    White, H.3
  • 20
    • 0026627415 scopus 로고
    • Kolmogorov's theorem and multilayer neural networks
    • Kůrková V. Kolmogorov's theorem and multilayer neural networks. Neural Networks 5 (1992) 501-506
    • (1992) Neural Networks , vol.5 , pp. 501-506
    • Kůrková, V.1
  • 21
    • 0037211204 scopus 로고    scopus 로고
    • A predictive density model in a corresponding states format. Application to pure and mixed refrigerants
    • Scalabrin G., Grigiante M., Cristofoli G., and Piazza L. A predictive density model in a corresponding states format. Application to pure and mixed refrigerants. Int. J. Refrig. 26 (2003) 35-50
    • (2003) Int. J. Refrig. , vol.26 , pp. 35-50
    • Scalabrin, G.1    Grigiante, M.2    Cristofoli, G.3    Piazza, L.4
  • 22
    • 0141998854 scopus 로고    scopus 로고
    • Modeling enthalpy and entropy of pure and mixed refrigerants with an innovative corresponding states method
    • Scalabrin G., Grigiante M., and Cristofoli G. Modeling enthalpy and entropy of pure and mixed refrigerants with an innovative corresponding states method. Int. J. Refrig. 26 (2003) 936-950
    • (2003) Int. J. Refrig. , vol.26 , pp. 936-950
    • Scalabrin, G.1    Grigiante, M.2    Cristofoli, G.3
  • 23
    • 0037199067 scopus 로고    scopus 로고
    • A corresponding states thermodynamic model for pure and mixed refrigerants in terms of the Helmholtz energy
    • Scalabrin G., Piazza L., and Cristofoli G. A corresponding states thermodynamic model for pure and mixed refrigerants in terms of the Helmholtz energy. Fluid Phase Equilibria 199 (2002) 79-99
    • (2002) Fluid Phase Equilibria , vol.199 , pp. 79-99
    • Scalabrin, G.1    Piazza, L.2    Cristofoli, G.3
  • 24
    • 0036007830 scopus 로고    scopus 로고
    • A corresponding states predictive viscosity model based on a new scaling parameter: application to hydrocarbons, halocarbons and mixtures
    • Scalabrin G., Cristofoli G., and Grigiante M. A corresponding states predictive viscosity model based on a new scaling parameter: application to hydrocarbons, halocarbons and mixtures. Int. J. Energy Res. 26 1 (2002) 1-26
    • (2002) Int. J. Energy Res. , vol.26 , Issue.1 , pp. 1-26
    • Scalabrin, G.1    Cristofoli, G.2    Grigiante, M.3
  • 25
    • 21744434739 scopus 로고    scopus 로고
    • Thermal conductivity modeling of pure refrigerants in a three-parameter corresponding states format
    • Scalabrin G., Piazza L., Grigiante M., and Baruzzo M. Thermal conductivity modeling of pure refrigerants in a three-parameter corresponding states format. Int. J. Thermophys. 26 (2005) 373-398
    • (2005) Int. J. Thermophys. , vol.26 , pp. 373-398
    • Scalabrin, G.1    Piazza, L.2    Grigiante, M.3    Baruzzo, M.4
  • 26
    • 21644435248 scopus 로고    scopus 로고
    • Thermal conductivity modeling of refrigerant mixtures in a three-parameter corresponding states format
    • Scalabrin G., Piazza L., Grigiante M., and Baruzzo M. Thermal conductivity modeling of refrigerant mixtures in a three-parameter corresponding states format. Int. J. Thermophys. 26 (2005) 399-412
    • (2005) Int. J. Thermophys. , vol.26 , pp. 399-412
    • Scalabrin, G.1    Piazza, L.2    Grigiante, M.3    Baruzzo, M.4
  • 27
    • 0020834724 scopus 로고
    • Corresponding state, complex mixtures and mixture model
    • Wong D.S.H., Sandler S.I., and Teja A.S. Corresponding state, complex mixtures and mixture model. Fluid Phase Equilibria 14 (1983) 79-90
    • (1983) Fluid Phase Equilibria , vol.14 , pp. 79-90
    • Wong, D.S.H.1    Sandler, S.I.2    Teja, A.S.3
  • 28
    • 0021377290 scopus 로고
    • Vapor-liquid equilibrium calculations by use of a generalized corresponding state principle
    • Wong D.S.H., Sandler S.I., and Teja A.S. Vapor-liquid equilibrium calculations by use of a generalized corresponding state principle. Ind. Engrg. Chem. Fund. 23 (1984) 38-44
    • (1984) Ind. Engrg. Chem. Fund. , vol.23 , pp. 38-44
    • Wong, D.S.H.1    Sandler, S.I.2    Teja, A.S.3
  • 29
    • 33646416559 scopus 로고    scopus 로고
    • M.O. McLinden, S.A. Klein, E.W. Lemmon, A.P. Perkin, NIST Standard Reference Database 23 - REFPROP, Version 6.01, National Institute of Standards and Technology, 1998
  • 30
    • 0031167004 scopus 로고    scopus 로고
    • Experimental study on forced convective boiling heat transfer of pure refrigerants and refrigerant mixtures in a horizontal tube
    • Shin J.Y., Kim M.S., and Ro S.T. Experimental study on forced convective boiling heat transfer of pure refrigerants and refrigerant mixtures in a horizontal tube. Int. J. Refrig. 20 4 (1997) 267-275
    • (1997) Int. J. Refrig. , vol.20 , Issue.4 , pp. 267-275
    • Shin, J.Y.1    Kim, M.S.2    Ro, S.T.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.