Flow Regime Identification of Mini-Pipe Gas-Liquid Two-Phase Flow Based on Textural Feature Series

被引:0
|
作者
Huang, Gang [1 ]
Ji, Haifeng [1 ]
Huang, Zhiyao [1 ]
Wang, Baoliang [1 ]
Li, Haiqing [1 ]
机构
[1] Zhejiang Univ, Dept Control Sci & Engn, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
关键词
textural feature series; mini-pipe; gas-liquid two-phase flow; high-speed image acquisition; GLCM; SVM; MICROCHANNELS; PATTERNS;
D O I
暂无
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
A method for the identification of gas-liquid two-phase flow regime in mini-pipes is proposed based on textural feature series. A high-speed image acquisition system is used to capture images of gas-liquid two-phase flow in the mini-pipe with inner diameter of 2.8mm, and five typical flow regimes (stratified flow, wavy flow, bubbly flow, slug flow and annular flow) are observed in the experiment. Two textural features (dissimilarity and entropy) of images are extracted by gray level co-occurrence matrix (GLCM). And then the mean value and the standard deviation of the textural feature series are used as the inputs of support vector machine (SVM) to identify the current flow regime. The identification accuracies of the five typical flow regimes are all above 91%. The results show that the method is feasible and effective, and can be used for gas-liquid two phase flow regime identification in mini-pipes.
引用
收藏
页码:1152 / 1155
页数:4
相关论文
共 50 条
  • [21] Identification of flow regime and estimation of volume fraction independent of liquid phase density in gas-liquid two-phase flow
    Roshani, G. H.
    Nazemi, E.
    Roshani, M. M.
    PROGRESS IN NUCLEAR ENERGY, 2017, 98 : 29 - 37
  • [22] Research on Flow Regime Identification of Gas-liquid Two-phase Flow Based on EMD-AR Models and CHMM
    Fan Chunling
    Chen Xiuting
    Ren Xia
    2013 32ND CHINESE CONTROL CONFERENCE (CCC), 2013, : 3811 - 3816
  • [23] Effect of liquid viscosity on flow patterns of gas-liquid two-phase flow in a horizontal pipe
    Matsubara, Hiroaki
    Naito, Kiyoshi
    INTERNATIONAL JOURNAL OF MULTIPHASE FLOW, 2011, 37 (10) : 1277 - 1281
  • [24] Identification method of gas-liquid two-phase flow regime based on characteristics of image moment invariant
    Zhou, Yun-Long
    Chen, Fei
    Sun, Bin
    Huaxue Gongcheng/Chemical Engineering (China), 2008, 36 (08): : 28 - 31
  • [25] Flow status identification based on multiple slow feature analysis of gas-liquid two-phase flow in horizontal pipes
    Dong, Feng
    Li, Linghan
    Zhang, Shumei
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2021, 32 (05)
  • [26] Effect of Gravity on Modeling for Gas-liquid Two-phase Flow in Pipe
    Takamasa, Tomoji
    Hazuku, Tatsuya
    INTERNATIONAL JOURNAL OF MICROGRAVITY SCIENCE AND APPLICATION, 2009, 26 (03): : 218 - 225
  • [27] Visualization study of gas-liquid two-phase flow in a hydrophobic pipe
    Kikuchi, Takayoshi
    Hazuku, Tatsuya
    Fukuhara, Yutaka
    Takamasa, Tornoji
    Hibiki, Takashi
    FEDSM 2007: PROCEEDINGS OF THE 5TH JOINT AMSE/JSME FLUIDS ENGINEERING SUMMER CONFERENCE VOL 1, PTS A AND B, 2007, : 479 - 485
  • [28] NUMERICAL MODELLING OF HOMOGENEOUS TWO-PHASE GAS-LIQUID FLOW IN A PIPE
    Yale, Ibrahim D.
    Amin, Norsarahaida
    JURNAL TEKNOLOGI, 2015, 77 (13): : 75 - 80
  • [29] Flow Regime Identification of Gas/Liquid Two-phase Flow in Vertical Pipe Using RBF Neural Networks
    Jing Chunguo
    Bai Qiuguo
    CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS, 2009, : 5143 - 5147
  • [30] TWO PHASE GAS-LIQUID BUBBLY FLOW MODELING IN VERTICAL MINI PIPE
    Kebriaee, M. H.
    Karabi, H.
    Khorsandi, S.
    Saidi, M. H.
    PROCEEDINGS OF THE ASME INTERNATIONAL HEAT TRANSFER CONFERENCE - 2010 , VOL 3: COMBUSTION, CONDUCTION, ELECTRONIC COOLING, EVAPORATION,TWO-PHASE FLOW, 2010, : 947 - 956