Vertical co-current two-phase flow regime identification using fuzzy C-means clustering algorithm and ReliefF attribute weighting technique
•Air–water two-phase upward and downward flow experiments are conducted in 25.4mm round tube.•ReliefF-FCM is proposed to identify the flow regime objectively.•The flow regime maps based on the present identification results are obtained for both upward and downward flow.•Discussions of L/D and entra...
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| Published in: | International journal of heat and mass transfer Vol. 95; pp. 393 - 404 |
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| Main Authors: | , , , , |
| Format: | Journal Article |
| Language: | English |
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Elsevier Ltd
01.04.2016
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| ISSN: | 0017-9310, 1879-2189 |
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| Abstract | •Air–water two-phase upward and downward flow experiments are conducted in 25.4mm round tube.•ReliefF-FCM is proposed to identify the flow regime objectively.•The flow regime maps based on the present identification results are obtained for both upward and downward flow.•Discussions of L/D and entrance effects are conducted.
In order to develop the flow regime identification map by objective method, air–water two-phase upward and downward flow experiments were conducted in a tubular test section with the inside diameter of 2.54cm. This study focused on (1) a new objective flow regime identification method based on the fuzzy C-means (FCM) clustering algorithm and ReliefF attribute weighting algorithm, (2) the construction of the objective flow regime map on the basis of the identification results of the proposed objective method and (3) the discussion of entrance and L/D effects for co-current upward and downward two-phase flow. The ReliefF-FCM method successfully identified flow regime and the flow regime maps obtained by this method showed the same trends as the maps of Mishima–Ishii and Usui for upward and downward flow, respectively. Furthermore, in comparing with the previous objective flow regime identification methods, the remarkable advantage of the method represented in the paper was discussed. By comparing the flow regime maps at different positions of test section, the entrance and L/D effects on the flow regime transition were also considered. |
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| AbstractList | •Air–water two-phase upward and downward flow experiments are conducted in 25.4mm round tube.•ReliefF-FCM is proposed to identify the flow regime objectively.•The flow regime maps based on the present identification results are obtained for both upward and downward flow.•Discussions of L/D and entrance effects are conducted.
In order to develop the flow regime identification map by objective method, air–water two-phase upward and downward flow experiments were conducted in a tubular test section with the inside diameter of 2.54cm. This study focused on (1) a new objective flow regime identification method based on the fuzzy C-means (FCM) clustering algorithm and ReliefF attribute weighting algorithm, (2) the construction of the objective flow regime map on the basis of the identification results of the proposed objective method and (3) the discussion of entrance and L/D effects for co-current upward and downward two-phase flow. The ReliefF-FCM method successfully identified flow regime and the flow regime maps obtained by this method showed the same trends as the maps of Mishima–Ishii and Usui for upward and downward flow, respectively. Furthermore, in comparing with the previous objective flow regime identification methods, the remarkable advantage of the method represented in the paper was discussed. By comparing the flow regime maps at different positions of test section, the entrance and L/D effects on the flow regime transition were also considered. |
| Author | Pan, Liang-ming Ju, Peng Zhang, Muhao Ishii, Mamoru He, Hui |
| Author_xml | – sequence: 1 givenname: Liang-ming surname: Pan fullname: Pan, Liang-ming email: cneng@cqu.edu.cn organization: Department of Nuclear Engineering, Chongqing University, Chongqing 400044, PR China – sequence: 2 givenname: Muhao surname: Zhang fullname: Zhang, Muhao organization: Department of Nuclear Engineering, Chongqing University, Chongqing 400044, PR China – sequence: 3 givenname: Peng surname: Ju fullname: Ju, Peng organization: School of Nuclear Engineering, Purdue University, 400 Central Dr., West Lafayette, IN 47907-2017, USA – sequence: 4 givenname: Hui surname: He fullname: He, Hui organization: Department of Nuclear Engineering, Chongqing University, Chongqing 400044, PR China – sequence: 5 givenname: Mamoru surname: Ishii fullname: Ishii, Mamoru organization: School of Nuclear Engineering, Purdue University, 400 Central Dr., West Lafayette, IN 47907-2017, USA |
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| Cites_doi | 10.1002/cjce.5450720308 10.1016/j.advengsoft.2009.09.011 10.1016/j.powtec.2010.09.012 10.1016/0029-5493(90)90394-D 10.1016/j.ijmultiphaseflow.2012.12.007 10.1016/j.ijheatfluidflow.2010.09.003 10.1016/j.nucengdes.2007.05.005 10.1016/S0029-5493(00)00325-3 10.1002/aic.10922 10.1016/S0955-5986(98)00011-9 10.1109/ICIIS.1999.810248 10.1016/j.matcom.2010.01.002 10.1016/j.ijheatmasstransfer.2003.10.027 10.1016/j.ces.2007.08.079 10.1002/cjce.5450520105 10.1016/j.ejor.2005.03.039 10.1016/S0952-1976(97)00037-7 10.1002/aic.690260304 10.1109/5.58325 10.1109/91.413225 10.1016/S0009-2509(97)00290-X 10.1080/18811248.1989.9734422 10.1016/0098-3004(84)90020-7 10.1016/0017-9310(84)90142-X 10.1016/0009-2509(82)85034-3 10.1016/j.ijheatmasstransfer.2007.10.037 10.1115/1.3686126 10.1016/0301-9322(75)90015-4 10.1016/j.ijmultiphaseflow.2009.03.006 10.1016/S0029-5493(98)00212-X 10.1108/SR-09-2012-700 10.1016/j.ces.2012.08.042 10.1016/j.ijmultiphaseflow.2004.04.009 |
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| References | Jones, Zuber (b0035) 1975; 2 Oshinowo, Charles (b0005) 1974; 52 Kohonen (b0155) 1990; 78 J.M. Le Corre, Y. Aldorwish, S. Kim, M. Ishii, Two-phase flow pattern identification using a fuzzy methodology, in: Proceedings 1999 International Conference on Information Intelligence and Systems, 1999, pp. 155–161. El-Sebakhy (b0085) 2010; 80 Taitel, Bornea, Dukler (b0165) 1980; 26 Letzel, Schouten, Krishna, van den Bleek (b0020) 1997; 52 Barnea, Shoham, Taitel (b0185) 1982; 37 Mi, Ishii, Tsoukalas (b0040) 1998; 184 Julia, Ozar, Jeong, Hibiki, Ishii (b0090) 2011; 32 Mingoti, Lima (b0140) 2006; 174 Cai, Toral, Qiu, Archer (b0050) 1994; 72 Usui (b0180) 1989; 26 Kita, Kan, Fei (b0160) 2010; 41 Bezdek, Ehrlich, Full (b0130) 1984; 10 K. Kira, L.A. Rendell, The feature selection problem: traditional methods and new algorithm, in: Proceedings of AAAI’92, 1992. Oriol, Leclerc, Jallut, Tochon, Clement (b0025) 2008; 63 Takashi Hibiki, Kim, Ishii, Uhle (b0120) 2004; 47 Khairalla, Rahmat, Wahab, Thuku, Tajdari, Abdulrahman Amuda (b0095) 2014; 34 Wang, Zhong, Li, Jia-Qiang (b0105) 2011; 205 Ghosh, Pratihar, Maiti, Das (b0100) 2013; 52 Kawanishi, Hirao, Tsuge (b0010) 1990; 120 Pal, Bezdek (b0150) 1995; 3 Mi, Ishii, Tsoukalas (b0045) 2001; 204 Lee, Ishii, Kim (b0055) 2008; 51 Canière, Bauwens, T’Joen, De Paepe (b0115) 2009; 35 Fossa (b0030) 1998; 9 Lockhart, Martinelli (b0125) 1949; 5 Kaichiro, Ishii (b0145) 1984; 27 Kononenko (b0065) 1994 Juliá, Liu, Paranjape, Ishii (b0060) 2008; 238 Ishii, Paranjape, Kim, Sun (b0175) 2004; 30 Sharma, Das, Samanta (b0080) 2006; 52 H. Duns JaNCJR, Vertical flow of gas and liquid mixtures from borcholes, in: Proc 6th World Petroleum Congress, 1963. Ghosh, Pratihar, Maiti, Das (b0110) 2012; 84 Tsoukalas, Ishii, Mi (b0075) 1997; 10 Moissis (b0170) 1963; 85 Tsoukalas (10.1016/j.ijheatmasstransfer.2015.11.081_b0075) 1997; 10 Lockhart (10.1016/j.ijheatmasstransfer.2015.11.081_b0125) 1949; 5 Moissis (10.1016/j.ijheatmasstransfer.2015.11.081_b0170) 1963; 85 Oshinowo (10.1016/j.ijheatmasstransfer.2015.11.081_b0005) 1974; 52 Ghosh (10.1016/j.ijheatmasstransfer.2015.11.081_b0100) 2013; 52 Ishii (10.1016/j.ijheatmasstransfer.2015.11.081_b0175) 2004; 30 Fossa (10.1016/j.ijheatmasstransfer.2015.11.081_b0030) 1998; 9 El-Sebakhy (10.1016/j.ijheatmasstransfer.2015.11.081_b0085) 2010; 80 Canière (10.1016/j.ijheatmasstransfer.2015.11.081_b0115) 2009; 35 Cai (10.1016/j.ijheatmasstransfer.2015.11.081_b0050) 1994; 72 Juliá (10.1016/j.ijheatmasstransfer.2015.11.081_b0060) 2008; 238 Kawanishi (10.1016/j.ijheatmasstransfer.2015.11.081_b0010) 1990; 120 Letzel (10.1016/j.ijheatmasstransfer.2015.11.081_b0020) 1997; 52 Kaichiro (10.1016/j.ijheatmasstransfer.2015.11.081_b0145) 1984; 27 Lee (10.1016/j.ijheatmasstransfer.2015.11.081_b0055) 2008; 51 Wang (10.1016/j.ijheatmasstransfer.2015.11.081_b0105) 2011; 205 Pal (10.1016/j.ijheatmasstransfer.2015.11.081_b0150) 1995; 3 10.1016/j.ijheatmasstransfer.2015.11.081_b0070 Mingoti (10.1016/j.ijheatmasstransfer.2015.11.081_b0140) 2006; 174 Oriol (10.1016/j.ijheatmasstransfer.2015.11.081_b0025) 2008; 63 Sharma (10.1016/j.ijheatmasstransfer.2015.11.081_b0080) 2006; 52 Mi (10.1016/j.ijheatmasstransfer.2015.11.081_b0040) 1998; 184 10.1016/j.ijheatmasstransfer.2015.11.081_b0135 Kohonen (10.1016/j.ijheatmasstransfer.2015.11.081_b0155) 1990; 78 Usui (10.1016/j.ijheatmasstransfer.2015.11.081_b0180) 1989; 26 Julia (10.1016/j.ijheatmasstransfer.2015.11.081_b0090) 2011; 32 Mi (10.1016/j.ijheatmasstransfer.2015.11.081_b0045) 2001; 204 Kita (10.1016/j.ijheatmasstransfer.2015.11.081_b0160) 2010; 41 Barnea (10.1016/j.ijheatmasstransfer.2015.11.081_b0185) 1982; 37 10.1016/j.ijheatmasstransfer.2015.11.081_b0015 Ghosh (10.1016/j.ijheatmasstransfer.2015.11.081_b0110) 2012; 84 Jones (10.1016/j.ijheatmasstransfer.2015.11.081_b0035) 1975; 2 Takashi Hibiki (10.1016/j.ijheatmasstransfer.2015.11.081_b0120) 2004; 47 Khairalla (10.1016/j.ijheatmasstransfer.2015.11.081_b0095) 2014; 34 Kononenko (10.1016/j.ijheatmasstransfer.2015.11.081_b0065) 1994 Bezdek (10.1016/j.ijheatmasstransfer.2015.11.081_b0130) 1984; 10 Taitel (10.1016/j.ijheatmasstransfer.2015.11.081_b0165) 1980; 26 |
| References_xml | – volume: 32 start-page: 164 year: 2011 end-page: 175 ident: b0090 article-title: Flow regime development analysis in adiabatic upward two-phase flow in a vertical annulus publication-title: Int. J. Heat Fluid Flow – volume: 27 start-page: 723 year: 1984 end-page: 737 ident: b0145 article-title: Flow regime transition criteria for upward two-phase flow in vertical tubes publication-title: Int. J. Heat Mass Transfer – volume: 52 start-page: 4447 year: 1997 end-page: 4459 ident: b0020 article-title: Characterization of regimes and regime transitions in bubble columns by chaos analysis of pressure signals publication-title: Chem. Eng. Sci. – volume: 204 start-page: 87 year: 2001 end-page: 100 ident: b0045 article-title: Flow regime identification methodology with neural networks and two-phase flow models publication-title: Nucl. Eng. Des. – volume: 63 start-page: 24 year: 2008 end-page: 34 ident: b0025 article-title: Characterization of the two-phase flow regimes and liquid dispersion in horizontal and vertical tubes by using coloured tracer and non-intrusive optical detector publication-title: Chem. Eng. Sci. – volume: 26 start-page: 345 year: 1980 end-page: 354 ident: b0165 article-title: Modelling flow pattern transitions for steady upward gas–liquid flow in vertical tubes publication-title: AIChE J. – volume: 72 start-page: 440 year: 1994 end-page: 445 ident: b0050 article-title: Neural network based objective flow regime identification in air–water two phase flow publication-title: Can. J. Chem. Eng. – volume: 205 start-page: 201 year: 2011 end-page: 207 ident: b0105 article-title: Recognition of the flow regimes in the spouted bed based on fuzzy C-means clustering publication-title: Powder Technol. – volume: 2 start-page: 273 year: 1975 end-page: 306 ident: b0035 article-title: The interrelation between void fraction fluctuations and flow patterns in two-phase flow publication-title: Int. J. Multiphase Flow – start-page: 171 year: 1994 end-page: 182 ident: b0065 article-title: Estimating attributes: analysis and extensions of RELIEF publication-title: Machine Learning: ECML-94 – volume: 35 start-page: 650 year: 2009 end-page: 660 ident: b0115 article-title: Probabilistic mapping of adiabatic horizontal two-phase flow by capacitance signal feature clustering publication-title: Int. J. Multiphase Flow – volume: 84 start-page: 417 year: 2012 end-page: 436 ident: b0110 article-title: Identification of flow regimes using conductivity probe signals and neural networks for counter-current gas–liquid two-phase flow publication-title: Chem. Eng. Sci. – volume: 9 start-page: 103 year: 1998 end-page: 109 ident: b0030 article-title: Design and performance of a conductance probe for measuring the liquid fraction in two-phase gas–liquid flows publication-title: Flow Meas. Instrum. – volume: 30 start-page: 779 year: 2004 end-page: 801 ident: b0175 article-title: Interfacial structures and interfacial area transport in downward two-phase bubbly flow publication-title: Int. J. Multiphase Flow – volume: 5 start-page: 39 year: 1949 end-page: 48 ident: b0125 article-title: Proposed correlation of data for isothermal two-phase, two-component flow in pipes publication-title: Chem. Eng. Prog. – reference: H. Duns JaNCJR, Vertical flow of gas and liquid mixtures from borcholes, in: Proc 6th World Petroleum Congress, 1963. – volume: 34 start-page: 201 year: 2014 end-page: 208 ident: b0095 article-title: Particles flow identification in pipeline using adaptive network-based fuzzy inference system and electrodynamic sensors publication-title: Sens. Rev. – volume: 174 start-page: 1742 year: 2006 end-page: 1759 ident: b0140 article-title: Comparing SOM neural network with fuzzy C-means, K-means and traditional hierarchical clustering algorithms publication-title: Eur. J. Oper. Res. – volume: 78 start-page: 1464 year: 1990 end-page: 1480 ident: b0155 article-title: The self-organizing map publication-title: Proc. IEEE – volume: 3 start-page: 370 year: 1995 end-page: 379 ident: b0150 article-title: On cluster validity for the fuzzy C-means model publication-title: IEEE Trans. Fuzzy Syst. – reference: J.M. Le Corre, Y. Aldorwish, S. Kim, M. Ishii, Two-phase flow pattern identification using a fuzzy methodology, in: Proceedings 1999 International Conference on Information Intelligence and Systems, 1999, pp. 155–161. – volume: 37 start-page: 741 year: 1982 end-page: 744 ident: b0185 article-title: Flow pattern transition for vertical downward two phase flow publication-title: Chem. Eng. Sci. – volume: 238 start-page: 156 year: 2008 end-page: 169 ident: b0060 article-title: Upward vertical two-phase flow local flow regime identification using neural network techniques publication-title: Nucl. Eng. Des. – volume: 10 start-page: 545 year: 1997 end-page: 555 ident: b0075 article-title: A neurofuzzy methodology for impedance-based multiphase flow identification publication-title: Eng. Appl. Artif. Intell. – volume: 41 start-page: 148 year: 2010 end-page: 153 ident: b0160 article-title: Investigation of self-organizing map for genetic algorithm publication-title: Adv. Eng. Softw. – volume: 184 start-page: 409 year: 1998 end-page: 420 ident: b0040 article-title: Vertical two-phase flow identification using advanced instrumentation and neural networks publication-title: Nucl. Eng. Des. – volume: 80 start-page: 1854 year: 2010 end-page: 1866 ident: b0085 article-title: Flow regimes identification and liquid-holdup prediction in horizontal multiphase flow based on neuro-fuzzy inference systems publication-title: Math. Comput. Simul. – volume: 120 start-page: 447 year: 1990 end-page: 458 ident: b0010 article-title: An experimental study on drift flux parameters for two phase flow in vertical round tubes publication-title: Nucl. Eng. Des. – volume: 51 start-page: 3442 year: 2008 end-page: 3459 ident: b0055 article-title: Instantaneous and objective flow regime identification method for the vertical upward and downward co-current two-phase flow publication-title: Int. J. Heat Mass Transfer – volume: 52 start-page: 3018 year: 2006 end-page: 3028 ident: b0080 article-title: ANN-based prediction of two-phase gas–liquid flow patterns in a circular conduit publication-title: AIChE J. – volume: 47 start-page: 1847 year: 2004 end-page: 1862 ident: b0120 article-title: Structure of vertical downward bubbly flow publication-title: Int. J. Heat Mass Transfer – reference: K. Kira, L.A. Rendell, The feature selection problem: traditional methods and new algorithm, in: Proceedings of AAAI’92, 1992. – volume: 10 start-page: 191 year: 1984 end-page: 203 ident: b0130 article-title: FCM: the fuzzy C-means clustering algorithm publication-title: Comput. Geosci. – volume: 52 start-page: 102 year: 2013 end-page: 120 ident: b0100 article-title: Automatic classification of vertical counter-current two-phase flow by capturing hydrodynamic characteristics through objective descriptions publication-title: Int. J. Multiphase Flow – volume: 52 start-page: 25 year: 1974 end-page: 35 ident: b0005 article-title: Vertical two-phase flow part I: flow pattern correlations publication-title: Can. J. Chem. Eng. – volume: 85 start-page: 366 year: 1963 end-page: 370 ident: b0170 article-title: The transition from slug to homogeneous two-phase flows publication-title: J. Heat Transfer – volume: 26 start-page: 1013 year: 1989 end-page: 1022 ident: b0180 article-title: Vertically downward two-phase flow, (II) publication-title: J. Nucl. Sci. Technol. – volume: 72 start-page: 440 year: 1994 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0050 article-title: Neural network based objective flow regime identification in air–water two phase flow publication-title: Can. J. Chem. Eng. doi: 10.1002/cjce.5450720308 – volume: 41 start-page: 148 year: 2010 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0160 article-title: Investigation of self-organizing map for genetic algorithm publication-title: Adv. Eng. Softw. doi: 10.1016/j.advengsoft.2009.09.011 – volume: 205 start-page: 201 year: 2011 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0105 article-title: Recognition of the flow regimes in the spouted bed based on fuzzy C-means clustering publication-title: Powder Technol. doi: 10.1016/j.powtec.2010.09.012 – volume: 120 start-page: 447 year: 1990 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0010 article-title: An experimental study on drift flux parameters for two phase flow in vertical round tubes publication-title: Nucl. Eng. Des. doi: 10.1016/0029-5493(90)90394-D – volume: 52 start-page: 102 year: 2013 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0100 article-title: Automatic classification of vertical counter-current two-phase flow by capturing hydrodynamic characteristics through objective descriptions publication-title: Int. J. Multiphase Flow doi: 10.1016/j.ijmultiphaseflow.2012.12.007 – volume: 32 start-page: 164 year: 2011 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0090 article-title: Flow regime development analysis in adiabatic upward two-phase flow in a vertical annulus publication-title: Int. J. Heat Fluid Flow doi: 10.1016/j.ijheatfluidflow.2010.09.003 – ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0015 – volume: 238 start-page: 156 year: 2008 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0060 article-title: Upward vertical two-phase flow local flow regime identification using neural network techniques publication-title: Nucl. Eng. Des. doi: 10.1016/j.nucengdes.2007.05.005 – volume: 204 start-page: 87 year: 2001 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0045 article-title: Flow regime identification methodology with neural networks and two-phase flow models publication-title: Nucl. Eng. Des. doi: 10.1016/S0029-5493(00)00325-3 – volume: 52 start-page: 3018 year: 2006 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0080 article-title: ANN-based prediction of two-phase gas–liquid flow patterns in a circular conduit publication-title: AIChE J. doi: 10.1002/aic.10922 – volume: 9 start-page: 103 year: 1998 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0030 article-title: Design and performance of a conductance probe for measuring the liquid fraction in two-phase gas–liquid flows publication-title: Flow Meas. Instrum. doi: 10.1016/S0955-5986(98)00011-9 – ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0070 doi: 10.1109/ICIIS.1999.810248 – volume: 80 start-page: 1854 year: 2010 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0085 article-title: Flow regimes identification and liquid-holdup prediction in horizontal multiphase flow based on neuro-fuzzy inference systems publication-title: Math. Comput. Simul. doi: 10.1016/j.matcom.2010.01.002 – volume: 47 start-page: 1847 year: 2004 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0120 article-title: Structure of vertical downward bubbly flow publication-title: Int. J. Heat Mass Transfer doi: 10.1016/j.ijheatmasstransfer.2003.10.027 – volume: 5 start-page: 39 year: 1949 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0125 article-title: Proposed correlation of data for isothermal two-phase, two-component flow in pipes publication-title: Chem. Eng. Prog. – volume: 63 start-page: 24 year: 2008 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0025 article-title: Characterization of the two-phase flow regimes and liquid dispersion in horizontal and vertical tubes by using coloured tracer and non-intrusive optical detector publication-title: Chem. Eng. Sci. doi: 10.1016/j.ces.2007.08.079 – volume: 52 start-page: 25 year: 1974 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0005 article-title: Vertical two-phase flow part I: flow pattern correlations publication-title: Can. J. Chem. Eng. doi: 10.1002/cjce.5450520105 – volume: 174 start-page: 1742 year: 2006 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0140 article-title: Comparing SOM neural network with fuzzy C-means, K-means and traditional hierarchical clustering algorithms publication-title: Eur. J. Oper. Res. doi: 10.1016/j.ejor.2005.03.039 – start-page: 171 year: 1994 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0065 article-title: Estimating attributes: analysis and extensions of RELIEF – volume: 10 start-page: 545 year: 1997 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0075 article-title: A neurofuzzy methodology for impedance-based multiphase flow identification publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/S0952-1976(97)00037-7 – ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0135 – volume: 26 start-page: 345 year: 1980 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0165 article-title: Modelling flow pattern transitions for steady upward gas–liquid flow in vertical tubes publication-title: AIChE J. doi: 10.1002/aic.690260304 – volume: 78 start-page: 1464 year: 1990 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0155 article-title: The self-organizing map publication-title: Proc. IEEE doi: 10.1109/5.58325 – volume: 3 start-page: 370 year: 1995 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0150 article-title: On cluster validity for the fuzzy C-means model publication-title: IEEE Trans. Fuzzy Syst. doi: 10.1109/91.413225 – volume: 52 start-page: 4447 year: 1997 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0020 article-title: Characterization of regimes and regime transitions in bubble columns by chaos analysis of pressure signals publication-title: Chem. Eng. Sci. doi: 10.1016/S0009-2509(97)00290-X – volume: 26 start-page: 1013 year: 1989 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0180 article-title: Vertically downward two-phase flow, (II) publication-title: J. Nucl. Sci. Technol. doi: 10.1080/18811248.1989.9734422 – volume: 10 start-page: 191 year: 1984 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0130 article-title: FCM: the fuzzy C-means clustering algorithm publication-title: Comput. Geosci. doi: 10.1016/0098-3004(84)90020-7 – volume: 27 start-page: 723 year: 1984 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0145 article-title: Flow regime transition criteria for upward two-phase flow in vertical tubes publication-title: Int. J. Heat Mass Transfer doi: 10.1016/0017-9310(84)90142-X – volume: 37 start-page: 741 year: 1982 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0185 article-title: Flow pattern transition for vertical downward two phase flow publication-title: Chem. Eng. Sci. doi: 10.1016/0009-2509(82)85034-3 – volume: 51 start-page: 3442 year: 2008 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0055 article-title: Instantaneous and objective flow regime identification method for the vertical upward and downward co-current two-phase flow publication-title: Int. J. Heat Mass Transfer doi: 10.1016/j.ijheatmasstransfer.2007.10.037 – volume: 85 start-page: 366 year: 1963 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0170 article-title: The transition from slug to homogeneous two-phase flows publication-title: J. Heat Transfer doi: 10.1115/1.3686126 – volume: 2 start-page: 273 year: 1975 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0035 article-title: The interrelation between void fraction fluctuations and flow patterns in two-phase flow publication-title: Int. J. Multiphase Flow doi: 10.1016/0301-9322(75)90015-4 – volume: 35 start-page: 650 year: 2009 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0115 article-title: Probabilistic mapping of adiabatic horizontal two-phase flow by capacitance signal feature clustering publication-title: Int. J. Multiphase Flow doi: 10.1016/j.ijmultiphaseflow.2009.03.006 – volume: 184 start-page: 409 year: 1998 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0040 article-title: Vertical two-phase flow identification using advanced instrumentation and neural networks publication-title: Nucl. Eng. Des. doi: 10.1016/S0029-5493(98)00212-X – volume: 34 start-page: 201 year: 2014 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0095 article-title: Particles flow identification in pipeline using adaptive network-based fuzzy inference system and electrodynamic sensors publication-title: Sens. Rev. doi: 10.1108/SR-09-2012-700 – volume: 84 start-page: 417 year: 2012 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0110 article-title: Identification of flow regimes using conductivity probe signals and neural networks for counter-current gas–liquid two-phase flow publication-title: Chem. Eng. Sci. doi: 10.1016/j.ces.2012.08.042 – volume: 30 start-page: 779 year: 2004 ident: 10.1016/j.ijheatmasstransfer.2015.11.081_b0175 article-title: Interfacial structures and interfacial area transport in downward two-phase bubbly flow publication-title: Int. J. Multiphase Flow doi: 10.1016/j.ijmultiphaseflow.2004.04.009 |
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