메뉴 건너뛰기




Volumn 13, Issue 4, 2013, Pages 1674-1685

Prediction of flow pattern of gas-liquid flow through circular microchannel using probabilistic neural network

Author keywords

Hydrodynamics; Microchannel; Microstructure; Multiphase flow; Probabilistic neural network; Transition boundary; Turbulence

Indexed keywords

AIR-WATER; CHANNEL DIAMETERS; CIRCULAR MICROCHANNEL; EXPERIMENTAL DATUM; FLOWTHROUGH; FLUID PROPERTY; GAS LIQUID FLOWS; GOVERNING PARAMETERS; LIQUID PHASE; MODEL-BASED OPC; PROBABILISTIC NEURAL NETWORKS; SUPERFICIAL VELOCITY; TRANSITION BOUNDARIES; WEBER NUMBERS;

EID: 84873621142     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2013.01.011     Document Type: Article
Times cited : (38)

References (45)
  • 1
    • 0035037776 scopus 로고    scopus 로고
    • Microreaction engineering-is small better?
    • K.F. Jensen Microreaction engineering-is small better? Chemical Engineering Science 56 2001 293 303
    • (2001) Chemical Engineering Science , vol.56 , pp. 293-303
    • Jensen, K.F.1
  • 2
    • 37249048438 scopus 로고    scopus 로고
    • Liquid-liquid slug flow in a capillary: An alternative to suspended drop or film contactors
    • M.N. Kashid, Y.M. Harshe, and D.W. Agar Liquid-liquid slug flow in a capillary: an alternative to suspended drop or film contactors Industrial Engineering Chemistry Research 46 2007 8420 8430
    • (2007) Industrial Engineering Chemistry Research , vol.46 , pp. 8420-8430
    • Kashid, M.N.1    Harshe, Y.M.2    Agar, D.W.3
  • 3
    • 0030147757 scopus 로고    scopus 로고
    • Chemical reaction engineering: A multiscale approach to multiscale task
    • J.J. Lerou, and K.M. Ng Chemical reaction engineering: a multiscale approach to multiscale task Chemical Engineering Science 51 10 1996 1595 1694
    • (1996) Chemical Engineering Science , vol.51 , Issue.10 , pp. 1595-1694
    • Lerou, J.J.1    Ng, K.M.2
  • 4
    • 9944231626 scopus 로고    scopus 로고
    • Fluorinations, chlorinations and brominations of organic compounds in micro reactors
    • P. Lob, H. Lowe, and V. Hessel Fluorinations, chlorinations and brominations of organic compounds in micro reactors Journal of Flourine Chemistry 125 2004 1677 1694
    • (2004) Journal of Flourine Chemistry , vol.125 , pp. 1677-1694
    • Lob, P.1    Lowe, H.2    Hessel, V.3
  • 7
    • 37249036178 scopus 로고    scopus 로고
    • Flow pattern, void fraction and pressure drop of two-phase air-water flow in a horizontal circular micro-channel
    • S. Saisorn, and S. Wongwises Flow pattern, void fraction and pressure drop of two-phase air-water flow in a horizontal circular micro-channel Experimental Thermal and Fluid Science 32 2008 748 760
    • (2008) Experimental Thermal and Fluid Science , vol.32 , pp. 748-760
    • Saisorn, S.1    Wongwises, S.2
  • 8
    • 0035400266 scopus 로고    scopus 로고
    • Flow pattern of air-water and two-phase R-134a in small circular tubes
    • C.Y. Yang, and C.C. Shieh Flow pattern of air-water and two-phase R-134a in small circular tubes International Journal of Multiphase Flow 27 2001 1163 1177
    • (2001) International Journal of Multiphase Flow , vol.27 , pp. 1163-1177
    • Yang, C.Y.1    Shieh, C.C.2
  • 9
    • 47849119688 scopus 로고    scopus 로고
    • An inspection of viscosity model for homogeneous two-phase flow pressure flow prediction in horizontal circular micro-channel
    • S. Saisorn, and S. Wongwises An inspection of viscosity model for homogeneous two-phase flow pressure flow prediction in horizontal circular micro-channel International Communications in Heat and Mass Transfer 35 2008 833 838
    • (2008) International Communications in Heat and Mass Transfer , vol.35 , pp. 833-838
    • Saisorn, S.1    Wongwises, S.2
  • 11
    • 0036734672 scopus 로고    scopus 로고
    • Investigation of two-phase flow pattern, void fraction and pressure drop in a microchannel
    • A. Kawahara, P.M.-Y. Chung, and M. Kawaji Investigation of two-phase flow pattern, void fraction and pressure drop in a microchannel International Journal of Multiphase Flow 28 2002 1411 1435
    • (2002) International Journal of Multiphase Flow , vol.28 , pp. 1411-1435
    • Kawahara, A.1    Chung, P.M.-Y.2    Kawaji, M.3
  • 13
    • 3242676333 scopus 로고    scopus 로고
    • The effect of channel diameter on adiabatic two- phase flow characteristics in microchannels
    • P.M-Y. Chung, and M. Kawaji The effect of channel diameter on adiabatic two- phase flow characteristics in microchannels International Journal of Multiphase Flow 30 2004 735 761
    • (2004) International Journal of Multiphase Flow , vol.30 , pp. 735-761
    • Chung, P.M.-Y.1    Kawaji, M.2
  • 14
    • 77549086182 scopus 로고    scopus 로고
    • The effects of channel diameter on flow pattern, void fraction and pressure drop of two-phase air-water flow in circular micro-channels
    • S. Saisorn, and S. Wongwises The effects of channel diameter on flow pattern, void fraction and pressure drop of two-phase air-water flow in circular micro-channels Experimental Thermal and Fluid Science 34 4 2010 454 462
    • (2010) Experimental Thermal and Fluid Science , vol.34 , Issue.4 , pp. 454-462
    • Saisorn, S.1    Wongwises, S.2
  • 18
    • 0041400258 scopus 로고
    • A model for predicting flow regime transitions in horizontal and near horizontal gas-liquid flow
    • Y. Taitel, and A.E. Duckler A model for predicting flow regime transitions in horizontal and near horizontal gas-liquid flow AIChE Journal 22 1976 47 55
    • (1976) AIChE Journal , vol.22 , pp. 47-55
    • Taitel, Y.1    Duckler, A.E.2
  • 19
    • 0023162703 scopus 로고
    • A unified model for predicting flow-pattern transitions for the whole range of pipe inclinations
    • D. Barnea A unified model for predicting flow-pattern transitions for the whole range of pipe inclinations International Journal of Multiphase Flow 13 1987 1 12
    • (1987) International Journal of Multiphase Flow , vol.13 , pp. 1-12
    • Barnea, D.1
  • 21
    • 76049113954 scopus 로고    scopus 로고
    • Numerical modeling and experimental investigation of gas-liquid slug formation in a microchannel T-junction
    • R.M. Santos, and M. Kawaji Numerical modeling and experimental investigation of gas-liquid slug formation in a microchannel T-junction International Journal of Multiphase Flow 36 2010 314 323
    • (2010) International Journal of Multiphase Flow , vol.36 , pp. 314-323
    • Santos, R.M.1    Kawaji, M.2
  • 22
    • 33748542014 scopus 로고    scopus 로고
    • ANN-based prediction of two-phase gas-liquid flow patterns in a circular conduit
    • H. Sharma, G. Das, and A.N. Samanta ANN-based prediction of two-phase gas-liquid flow patterns in a circular conduit AIChE. Journal 52 2006 3018 3028
    • (2006) AIChE. Journal , vol.52 , pp. 3018-3028
    • Sharma, H.1    Das, G.2    Samanta, A.N.3
  • 23
    • 0034564603 scopus 로고    scopus 로고
    • Artificial neural networks: Fundamentals, computing, design and application
    • I.A. Basheer, and M. Hajmeer Artificial neural networks: fundamentals, computing, design and application Journal of Microbiological Methods 43 2000 3 31
    • (2000) Journal of Microbiological Methods , vol.43 , pp. 3-31
    • Basheer, I.A.1    Hajmeer, M.2
  • 25
    • 0035248514 scopus 로고    scopus 로고
    • Flow regime identification methodology with neural networks and two-phase flow models
    • Y. Mi, M. Ishii, and L.H. Tsoukalas Flow regime identification methodology with neural networks and two-phase flow models Nuclear Engineering and Design 204 2001 87 100
    • (2001) Nuclear Engineering and Design , vol.204 , pp. 87-100
    • Mi, Y.1    Ishii, M.2    Tsoukalas, L.H.3
  • 26
    • 2542419872 scopus 로고    scopus 로고
    • Artificial neural network approach for flow regime classification in gas-liquid-fiber flows based on frequency domain analysis of pressure signals
    • T. Xie, S.M. Ghiaasiaan, and S. Karrila Artificial neural network approach for flow regime classification in gas-liquid-fiber flows based on frequency domain analysis of pressure signals Chemical Engineering Science 59 2004 2241 2251
    • (2004) Chemical Engineering Science , vol.59 , pp. 2241-2251
    • Xie, T.1    Ghiaasiaan, S.M.2    Karrila, S.3
  • 27
    • 77950297180 scopus 로고    scopus 로고
    • A general regression artificial neural network for two-phase flow regime identification
    • T. Tambouratzis, and I. Pazsit A general regression artificial neural network for two-phase flow regime identification Annals of Nuclear Energy 37 2010 672 680
    • (2010) Annals of Nuclear Energy , vol.37 , pp. 672-680
    • Tambouratzis, T.1    Pazsit, I.2
  • 28
    • 77955513895 scopus 로고    scopus 로고
    • Recognition of gas-liquid two-phase flow patterns based on improved local binary operator
    • W. Zhang, F.Y. Shih, N. Jin, and Y. Liu Recognition of gas-liquid two-phase flow patterns based on improved local binary operator International Journal of Multiphase Flow 36 10 2010 793 797
    • (2010) International Journal of Multiphase Flow , vol.36 , Issue.10 , pp. 793-797
    • Zhang, W.1    Shih, F.Y.2    Jin, N.3    Liu, Y.4
  • 29
    • 34250899137 scopus 로고    scopus 로고
    • Modelling fungal growth using radial basis neural networks: The case of the ascomycetous fungus Monascus ruber van Tieghem
    • E.Z. Panagou, V. Kodogiannis, and G.J.-E. Nychas Modelling fungal growth using radial basis neural networks: the case of the ascomycetous fungus Monascus ruber van Tieghem International Journal of Food Microbiology 117 2007 276 286
    • (2007) International Journal of Food Microbiology , vol.117 , pp. 276-286
    • Panagou, E.Z.1    Kodogiannis, V.2    Nychas, G.J.-E.3
  • 30
    • 0025206332 scopus 로고
    • Probabilistic neural networks
    • D.F. Spect Probabilistic neural networks Neural Networks 3 1990 109 118
    • (1990) Neural Networks , vol.3 , pp. 109-118
    • Spect, D.F.1
  • 31
    • 0036064637 scopus 로고    scopus 로고
    • A probabilistic neural network approach for modelling and classification of bacterial growth/no-growth data
    • M. Hajmeer, and I. Basheer A probabilistic neural network approach for modelling and classification of bacterial growth/no-growth data Journal of Microbial Methods 51 2002 217 226
    • (2002) Journal of Microbial Methods , vol.51 , pp. 217-226
    • Hajmeer, M.1    Basheer, I.2
  • 32
    • 0001473437 scopus 로고
    • On estimation of a probability density function and mode
    • E. Parzen On estimation of a probability density function and mode Annals of Mathematical Statistics 36 1962 1065 1076
    • (1962) Annals of Mathematical Statistics , vol.36 , pp. 1065-1076
    • Parzen, E.1
  • 34
    • 67349110861 scopus 로고    scopus 로고
    • Flow regimes for adiabatic gas-liquid flow in microchannels
    • N. Shao, A. Gavriilidis, and P. Angeli Flow regimes for adiabatic gas-liquid flow in microchannels Chemical Engineering Science 64 2009 2749 2761
    • (2009) Chemical Engineering Science , vol.64 , pp. 2749-2761
    • Shao, N.1    Gavriilidis, A.2    Angeli, P.3
  • 37
    • 0034227864 scopus 로고    scopus 로고
    • Probabilistic neural-network determination for pattern classification
    • K.Z. Mao, K.C. Tan, and W. Ser Probabilistic neural-network determination for pattern classification IEEE Transactions on Neural Network 11 4 2000 1009 1016
    • (2000) IEEE Transactions on Neural Network , vol.11 , Issue.4 , pp. 1009-1016
    • Mao, K.Z.1    Tan, K.C.2    Ser, W.3
  • 41
    • 0005861266 scopus 로고    scopus 로고
    • Liquid-liquid two-phase flow
    • G.F. Hewitt, Chap. 2-5
    • N. Brauner Liquid-liquid two-phase flow G.F. Hewitt, HEDU: Heat Exchanger Design Update vol. 1 1998 40 Chap. 2-5
    • (1998) HEDU: Heat Exchanger Design Update , vol.1 VOL. , pp. 40
    • Brauner, N.1
  • 42
    • 0022443108 scopus 로고
    • Slug/churn transition in upward gas-liquid flow
    • N. Brauner, and B. Barnea Slug/churn transition in upward gas-liquid flow Chemical Engineering Science 41 1 1986 159 163
    • (1986) Chemical Engineering Science , vol.41 , Issue.1 , pp. 159-163
    • Brauner, N.1    Barnea, B.2
  • 44
    • 0023162703 scopus 로고
    • A unified model for predicting flow-pattern transitions for the whole range of pipe inclinations
    • D. Barnea A unified model for predicting flow-pattern transitions for the whole range of pipe inclinations International Journal of Multiphase Flow 13 1 1987 1 12
    • (1987) International Journal of Multiphase Flow , vol.13 , Issue.1 , pp. 1-12
    • Barnea, D.1
  • 45
    • 0026947292 scopus 로고
    • Prediction of slug-to-churn flow transition in vertical two-phase flow
    • S. Jayanti, and G.F. Hewitt Prediction of slug-to-churn flow transition in vertical two-phase flow International Journal of Multiphase Flow 18 6 1992 847 860
    • (1992) International Journal of Multiphase Flow , vol.18 , Issue.6 , pp. 847-860
    • Jayanti, S.1    Hewitt, G.F.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.