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
来源
2011 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE (I2MTC) | 2011年
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
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