메뉴 건너뛰기




Volumn 67, Issue 10, 2009, Pages 1812-1818

Prediction of volume fractions in three-phase flows using nuclear technique and artificial neural network

Author keywords

Artificial neural network; Gamma rays; MCNP X; Volume fraction

Indexed keywords

ARTIFICIAL NEURAL NETWORK; DUAL-ENERGY; GAMMA RAY SOURCES; MCNP-X; NUCLEAR TECHNIQUES; OIL-WATER; THREE-PHASE FLOW; TRAINING DATA;

EID: 69249223215     PISSN: 09698043     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.apradiso.2009.02.093     Document Type: Article
Times cited : (100)

References (25)
  • 1
    • 0018995766 scopus 로고
    • The measurement of component ratios in multiphase systems using gamma-ray attenuation
    • Abouelwafa M.S.A., and Kendall E.J.M. The measurement of component ratios in multiphase systems using gamma-ray attenuation. J. Phys. E Sci. Instrum. 13 (1980) 341-345
    • (1980) J. Phys. E Sci. Instrum. , vol.13 , pp. 341-345
    • Abouelwafa, M.S.A.1    Kendall, E.J.M.2
  • 3
    • 0039132625 scopus 로고    scopus 로고
    • Determination of void fraction and flow regime using a neural network trained on simulated data based on gamma-ray densitometry
    • Åbro E., Khoryakov V.A., Johansen G.A., and Kocbach L. Determination of void fraction and flow regime using a neural network trained on simulated data based on gamma-ray densitometry. Meas. Sci. Technol. 10 (1999) 619-630
    • (1999) Meas. Sci. Technol. , vol.10 , pp. 619-630
    • Åbro, E.1    Khoryakov, V.A.2    Johansen, G.A.3    Kocbach, L.4
  • 4
    • 0015419273 scopus 로고
    • Response functions for sodium iodide scintillation detectors
    • Berger M.J., and Seltzer S.M. Response functions for sodium iodide scintillation detectors. Nucl. Instrum. Methods 104 (1972) 317-332
    • (1972) Nucl. Instrum. Methods , vol.104 , pp. 317-332
    • Berger, M.J.1    Seltzer, S.M.2
  • 5
    • 0027574219 scopus 로고
    • Analysis of multiphase flows using dual-energy gamma densitometry and neural networks
    • Bishop C.M., and James G.D. Analysis of multiphase flows using dual-energy gamma densitometry and neural networks. Nucl. Instrum. Methods A (1993) 327-580
    • (1993) Nucl. Instrum. Methods A , pp. 327-580
    • Bishop, C.M.1    James, G.D.2
  • 7
    • 0003349552 scopus 로고
    • Neural Networks
    • second ed. Prentice-Hall, Englewood Cliffs, NJ
    • Haykin, S., 1994. Neural Networks. A Comprehensive Foundation, second ed. Prentice-Hall, Englewood Cliffs, NJ.
    • (1994) A Comprehensive Foundation
    • Haykin, S.1
  • 8
    • 0029310895 scopus 로고
    • Phase volume-fraction measurement in oil-water-gas flow using fast neutrons
    • Hussein E.M.A., and Han P. Phase volume-fraction measurement in oil-water-gas flow using fast neutrons. Nucl. Geophys. 9 3 (1995) 229-234
    • (1995) Nucl. Geophys. , vol.9 , Issue.3 , pp. 229-234
    • Hussein, E.M.A.1    Han, P.2
  • 9
    • 0034670319 scopus 로고    scopus 로고
    • Salinity independent measurement of gas volume fraction in oil/gas/water pipe flows
    • Johansen G.A., and Jackson P. Salinity independent measurement of gas volume fraction in oil/gas/water pipe flows. Appl. Radiation Isotope 53 (2000) 595-601
    • (2000) Appl. Radiation Isotope , vol.53 , pp. 595-601
    • Johansen, G.A.1    Jackson, P.2
  • 12
    • 0032474929 scopus 로고
    • Vertical two-phase flow identification using advanced instrumentation and neural networks
    • Mi Y., Ishii M., and Tsoukalas L.H. Vertical two-phase flow identification using advanced instrumentation and neural networks. Nucl. Eng. Des. 184 (1988) 409-420
    • (1988) Nucl. Eng. Des. , vol.184 , pp. 409-420
    • Mi, Y.1    Ishii, M.2    Tsoukalas, L.H.3
  • 14
    • 0037149304 scopus 로고    scopus 로고
    • Limitations in the PHOTON Monte Carlo gamma transport code
    • Orion I., and Wielopolski L. Limitations in the PHOTON Monte Carlo gamma transport code. Nucl. Instrum. Methods Phys. Res. A 480 (2002) 729-733
    • (2002) Nucl. Instrum. Methods Phys. Res. A , vol.480 , pp. 729-733
    • Orion, I.1    Wielopolski, L.2
  • 15
    • 69249211678 scopus 로고    scopus 로고
    • Pelowitz, D.B., 2005. MCNP-X TM User's Manual, version 2.5.0. LA-CP-05-0369. Los Alamos National Laboratory.
    • Pelowitz, D.B., 2005. MCNP-X TM User's Manual, version 2.5.0. LA-CP-05-0369. Los Alamos National Laboratory.
  • 16
    • 69249217190 scopus 로고    scopus 로고
    • Study of the potentiality application of nuclear techniques and artificial neural network in the determination of volume fractions in multiphase system
    • November, Brasília, DF, BR
    • Ramos, R., Brandão L.E., Schirru, R., Salgado, C.M., Nascimento, C.M., Silva, A.X., 2007a. Study of the potentiality application of nuclear techniques and artificial neural network in the determination of volume fractions in multiphase system. In: 19th International Congress of Mechanical Engineering, November, Brasília, DF, BR.
    • (2007) 19th International Congress of Mechanical Engineering
    • Ramos, R.1    Brandão, L.E.2    Schirru, R.3    Salgado, C.M.4    Nascimento, C.M.5    Silva, A.X.6
  • 18
    • 0019580265 scopus 로고
    • Monte Carlo calculation of accurate response functions for a NaI(Tl) detector for gamma rays
    • Saito K., and Moriuchi S. Monte Carlo calculation of accurate response functions for a NaI(Tl) detector for gamma rays. Nucl. Instrum. Methods 185 (1981) 299-308
    • (1981) Nucl. Instrum. Methods , vol.185 , pp. 299-308
    • Saito, K.1    Moriuchi, S.2
  • 19
    • 69249211675 scopus 로고    scopus 로고
    • Determinação de frações de volume em sistema de escoamento multifásico utilizando atenuação de raios gama e redes neurais
    • Novembro, Belo Horizonte, MG, BR
    • Salgado, C.M., Brandão, L.E., Nascimento, C.M., Ramos, R., Silva, A.X, Schirru, R., 2006. Determinação de frações de volume em sistema de escoamento multifásico utilizando atenuação de raios gama e redes neurais. In: IX Encontro de Modelagem Computacional, Novembro, Belo Horizonte, MG, BR.
    • (2006) IX Encontro de Modelagem Computacional
    • Salgado, C.M.1    Brandão, L.E.2    Nascimento, C.M.3    Ramos, R.4    Silva, A.X.5    Schirru, R.6
  • 20
    • 69249222010 scopus 로고    scopus 로고
    • Cálculo de frações de volume em sistema de escoamento anular, tipo óleo/água/gás, utilizando MCNP-X e rede neural
    • Instituto Brasileiro de Petróleo, Rio de Janeiro, RJ, BR
    • Salgado C.M., Brandão L.E., Nascimento, C.M., Ramos, R., Silva, A.X, Schirru, R., 2007a. Cálculo de frações de volume em sistema de escoamento anular, tipo óleo/água/gás, utilizando MCNP-X e rede neural. In: 4th Congresso Rio Automação, IBP565_07, Instituto Brasileiro de Petróleo, Rio de Janeiro, RJ, BR.
    • (2007) 4th Congresso Rio Automação, IBP565_07
    • Salgado, C.M.1    Brandão, L.E.2    Nascimento, C.M.3    Ramos, R.4    Silva, A.X.5    Schirru, R.6
  • 22
    • 0036051295 scopus 로고    scopus 로고
    • Precise Monte Carlo simulation of gamma-ray response functions for an NaI(Tl) detector
    • Shi H.-X., Chen B.-X., Li T.-Z., and Yun D.I. Precise Monte Carlo simulation of gamma-ray response functions for an NaI(Tl) detector. Appl. Radiation Isotopes 57 (2002) 517-524
    • (2002) Appl. Radiation Isotopes , vol.57 , pp. 517-524
    • Shi, H.-X.1    Chen, B.-X.2    Li, T.-Z.3    Yun, D.I.4
  • 23
    • 0242410791 scopus 로고    scopus 로고
    • A new Monte Carlo assisted approach to detector response functions
    • Sood A., and Gardner R.P. A new Monte Carlo assisted approach to detector response functions. Nucl. Instrum. Methods Phys.. Res. B 213 (2004) 100-104
    • (2004) Nucl. Instrum. Methods Phys.. Res. B , vol.213 , pp. 100-104
    • Sood, A.1    Gardner, R.P.2
  • 24
    • 0036897211 scopus 로고    scopus 로고
    • A compact low energy multibeam gamma-ray densitometer for pipe-flow measurements
    • Tjugum S.A., Frieling J., and Johansen G.A. A compact low energy multibeam gamma-ray densitometer for pipe-flow measurements. Nucl. Instrum. Methods Phys. Res. B 197 (2002) 301-309
    • (2002) Nucl. Instrum. Methods Phys. Res. B , vol.197 , pp. 301-309
    • Tjugum, S.A.1    Frieling, J.2    Johansen, G.A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.