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Volumn 17, Issue 6, 2006, Pages 1511-1521

Fast classification of two-phase flow regimes based on conductivity signals and artificial neural networks

Author keywords

Artificial neural networks; Conductivity probes; Multiphase flow classification; Vertical flow loop

Indexed keywords

HYDRODYNAMICS; NEURAL NETWORKS; SIGNAL PROCESSING; STATISTICAL METHODS;

EID: 33646890405     PISSN: 09570233     EISSN: 13616501     Source Type: Journal    
DOI: 10.1088/0957-0233/17/6/032     Document Type: Conference Paper
Times cited : (61)

References (38)
  • 1
    • 0024704097 scopus 로고
    • Void fraction measurements in vertical slug flow: Applications to slug characteristics and transition
    • 10.1016/0301-9322(89)90049-9 0301-9322
    • Barnea D and Shemer L 1989 Void fraction measurements in vertical slug flow: applications to slug characteristics and transition Int. J. Multiph. Flow 15 495-504
    • (1989) Int. J. Multiph. Flow , vol.15 , Issue.4 , pp. 495-504
    • Barnea, D.1    Shemer, L.2
  • 2
    • 0028449105 scopus 로고
    • Neural network based objective flow regime identification in air-water two-phase flow
    • 0008-4034
    • Cai S, Toral H, Qiu J and Archer S 1994 Neural network based objective flow regime identification in air-water two-phase flow Can. J. Chem. Eng. 72 440-5
    • (1994) Can. J. Chem. Eng. , vol.72 , pp. 440-445
    • Cai, S.1    Toral, H.2    Qiu, J.3    Archer, S.4
  • 3
    • 0036060305 scopus 로고    scopus 로고
    • Detection of horizontal two-phase flow patterns through a neural network model
    • Crivelaro K C O, Seleghim P Jr and Hervieu E 2002 Detection of horizontal two-phase flow patterns through a neural network model J. Braz. Soc. Mech. Sci. 24 70-5
    • (2002) J. Braz. Soc. Mech. Sci. , vol.24 , pp. 70-75
    • Crivelaro, K.C.O.1    Seleghim Jr., P.2    Hervieu, E.3
  • 6
    • 10044220929 scopus 로고    scopus 로고
    • Combustion simulation of turbocharger HSDI diesel engines during transient operation using neural networks
    • 10.1016/j.applthermaleng.2004.08.004 1359-4311
    • Galindo J, Lujn J M, Serrano J R and Hernndez L 2005 Combustion simulation of turbocharger HSDI diesel engines during transient operation using neural networks Appl. Therm. Eng. 25 877-98
    • (2005) Appl. Therm. Eng. , vol.25 , Issue.5-6 , pp. 877-898
    • Galindo, J.1    Lujn, J.M.2    Serrano, J.R.3    Hernndez, L.4
  • 11
  • 14
    • 0017108513 scopus 로고
    • Transient and statistical measurement techniques for two-phase flows: A critical review
    • 10.1016/0301-9322(76)90001-X 0301-9322
    • Jones O C and Delhaye J M 1976 Transient and statistical measurement techniques for two-phase flows: a critical review Int. J. Multiph. Flow 3 89-116
    • (1976) Int. J. Multiph. Flow , vol.3 , Issue.2 , pp. 89-116
    • Jones, O.C.1    Delhaye, J.M.2
  • 15
    • 0016626563 scopus 로고
    • The interrelation between void fraction fluctuations and flow patterns in two-phase flow
    • 10.1016/0301-9322(75)90015-4 0301-9322
    • Jones O C and Zuber N 1975 The interrelation between void fraction fluctuations and flow patterns in two-phase flow Int. J. Multiph. Flow 3 273-306
    • (1975) Int. J. Multiph. Flow , vol.2 , Issue.3 , pp. 273-306
    • Jones, O.C.1    Zuber, N.2
  • 17
    • 0000116333 scopus 로고
    • Local formulation and measurements of interfacial area concentration in two-phase flow
    • 10.1016/0301-9322(86)90057-1 0301-9322
    • Kataoka I, Ishii M and Serizawa A 1986 Local formulation and measurements of interfacial area concentration in two-phase flow Int. J. Multiph. Flow 12 505-29
    • (1986) Int. J. Multiph. Flow , vol.12 , Issue.4 , pp. 505-529
    • Kataoka, I.1    Ishii, M.2    Serizawa, A.3
  • 18
    • 0034332713 scopus 로고    scopus 로고
    • Development of the miniaturized four-sensor conductivity probe and the signal processing scheme
    • 10.1016/S0017-9310(00)00046-6 0017-9310
    • Kim S, Fu X Y, Wang X and Ishii M 2000 Development of the miniaturized four-sensor conductivity probe and the signal processing scheme Int. J. Heat Mass Transfer 43 4101-18
    • (2000) Int. J. Heat Mass Transfer , vol.43 , Issue.22 , pp. 4101-4118
    • Kim, S.1    Fu, X.Y.2    Wang, X.3    Ishii, M.4
  • 23
    • 0021150208 scopus 로고
    • Identification of flow regimes in vertical gas-liquid two-phase flow using differential pressure fluctuations
    • 10.1016/0301-9322(84)90007-7 0301-9322
    • Matsui G 1984 Identification of flow regimes in vertical gas-liquid two-phase flow using differential pressure fluctuations Int. J. Multiph. Flow 10 711-20
    • (1984) Int. J. Multiph. Flow , vol.10 , Issue.6 , pp. 711-720
    • Matsui, G.1
  • 24
    • 0032474929 scopus 로고    scopus 로고
    • Vertical two-phase flow identification using advances instrumentation and neural networks
    • 10.1016/S0029-5493(98)00212-X 0029-5493
    • Mi Y, Ishii M and Tsoukalas L H 1998 Vertical two-phase flow identification using advances instrumentation and neural networks Nucl. Eng. Des. 184 409-20
    • (1998) Nucl. Eng. Des. , vol.184 , Issue.2-3 , pp. 409-420
    • Mi, Y.1    Ishii, M.2    Tsoukalas, L.H.3
  • 25
    • 0035248514 scopus 로고    scopus 로고
    • Flow regime identification methodology with neural networks and two-phase flow models
    • 10.1016/S0029-5493(00)00325-3 0029-5493
    • Mi Y, Ishii M and Tsoukalas L H 2001 Flow regime identification methodology with neural networks and two-phase flow models Nucl. Eng. Des. 204 87-100
    • (2001) Nucl. Eng. Des. , vol.204 , Issue.1-3 , pp. 87-100
    • Mi, Y.1    Ishii, M.2    Tsoukalas, L.H.3
  • 26
    • 0021428916 scopus 로고
    • Flow regime transition criteria for upward two-phase flow in vertical tubes
    • 0017-9310
    • Mishima K and Ishii M 1984 Flow regime transition criteria for upward two-phase flow in vertical tubes Int. J. Heat Mass Transfer 27 723-37
    • (1984) Int. J. Heat Mass Transfer , vol.27 , Issue.5 , pp. 723-737
    • Mishima, K.1    Ishii, M.2
  • 27
    • 0036994410 scopus 로고    scopus 로고
    • Determination of multi-component flow process parameters based on electrical capacitance tomography data using artificial neural networks
    • 0957-0233 303
    • Mohamad-Saleh J and Hoyle B S 2002 Determination of multi-component flow process parameters based on electrical capacitance tomography data using artificial neural networks Meas. Sci. Technol. 13 1815-21
    • (2002) Meas. Sci. Technol. , vol.13 , Issue.12 , pp. 1815-1821
    • Mohamad-Saleh, J.1    Hoyle, B.S.2
  • 28
    • 0001473437 scopus 로고
    • On estimation of a probability density function and mode
    • 0003-4851
    • Parzen E 1962 On estimation of a probability density function and mode Ann. Math. Stat. 3 1065-76
    • (1962) Ann. Math. Stat. , vol.3 , pp. 1065-1076
    • Parzen, E.1
  • 29
    • 0023396073 scopus 로고
    • Void signal analysis and gas-liquid two-phase flow regime determination by a statistical pattern recognition method
    • 0913-185X
    • Sekoguchi K, Inoue K and Imasaka T 1987 Void signal analysis and gas-liquid two-phase flow regime determination by a statistical pattern recognition method JSME Int. J. 30 1266-73
    • (1987) JSME Int. J. , vol.30 , Issue.266 , pp. 1266-1273
    • Sekoguchi, K.1    Inoue, K.2    Imasaka, T.3
  • 30
    • 0024123401 scopus 로고
    • Probabilistic neural networks for classification, mapping or associative memory
    • Specht D F 1988 Probabilistic neural networks for classification, mapping or associative memory Proc. IEEE Int. Conf. on Neural Networks vol 1 pp 527-30
    • (1988) Proc. IEEE Int. Conf. on Neural Networks , vol.1 , pp. 527-530
    • Specht, D.F.1
  • 31
    • 0025206332 scopus 로고
    • Probabilistic neural networks
    • 10.1016/0893-6080(90)90049-Q 0893-6080
    • Specht D F 1990 Probabilistic neural networks Neural Netw. 3 109-18
    • (1990) Neural Netw. , vol.3 , Issue.1 , pp. 109-118
    • Specht, D.F.1
  • 32
    • 23344437923 scopus 로고    scopus 로고
    • Classification of two-phase flow regimes via image analysis and a neuro-wavelet approach
    • 10.1016/j.pnucene.2005.03.015 0149-1970
    • Sunde C, Avdic S and Pzsit I 2005 Classification of two-phase flow regimes via image analysis and a neuro-wavelet approach Prog. Nucl. Energy 46 348-58
    • (2005) Prog. Nucl. Energy , vol.46 , Issue.3-4 , pp. 348-358
    • Sunde, C.1    Avdic, S.2    Pzsit, I.3
  • 33
    • 0018967113 scopus 로고
    • Modelling flow pattern transitions for steady upward gas-liquid flow in vertical tubes
    • 10.1002/aic.690260304 0001-1541
    • Taitel T, Barnea D and Dukler A E 1980 Modelling flow pattern transitions for steady upward gas-liquid flow in vertical tubes AIChE J. 26 345-54
    • (1980) AIChE J. , vol.26 , Issue.3 , pp. 345-354
    • Taitel, T.1    Barnea, D.2    Dukler, A.E.3
  • 36
    • 0033080056 scopus 로고    scopus 로고
    • Sensitivity study on double-sensor conductivity probe for the measurement of interfacial area concentration in bubbly flow
    • 10.1016/S0301-9322(98)00037-8 0301-9322
    • Wu Q and Ishii M 1999 Sensitivity study on double-sensor conductivity probe for the measurement of interfacial area concentration in bubbly flow Int. J. Multiph. Flow 25 445-53
    • (1999) Int. J. Multiph. Flow , vol.25 , Issue.1 , pp. 155-453
    • Wu, Q.1    Ishii, M.2
  • 37
    • 84892796887 scopus 로고    scopus 로고
    • Xie T 2004 Hydrodynamic characteristics of gas/liquid/fiber three-phase flows based on objective and minimally-intrusive pressure fluctuation measurements PhD Thesis Georgia Institute of Technology
    • (2004) PhD Thesis
    • Xie, T.1


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