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《Journal of Chemical Industry and Engineering(China)》 2004-10
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APPLIED STUDY OF HHT AND NEURAL NETWORKS ON FLOW REGIME IDENTIFICATION FOR OIL-GAS TWO-PHASE FLOW

SUN Bin 1, 2, ZHANG Hongjian1 and YUE Weiting 1(1State Key Laboratory of Industrial Control Technology, Department of Control Science and Engineering, Zhejiang University, Hangzhou 310027,Zhejiang,China; 2Jiamusi University, Jiamusi 154007,Heilongjiang,China)  
For acquiring the flow regime information of two-phase flow,a flow regime identification method using the Hilbert-Huang Transform (HHT) combined with Radial Basis Function neural networks was put forward.In this study,oil-gas two-phase flow in horizontal pipe was taken as the experimental object, differential pressure signals coming from Venturi tube were handled by Hilbert-Huang Transform,and characteristic vector closely associated with the flow regime were obtained.Flow regime was identified by using Radial Basis Function neural networks.While oil flux was in the range of 4.2 to 7.0 m3·h -1 and gas flux was 0 to 30 m3·h -1, this method showed high identification precision for bubble flow, slug flow, churn flow and annular flow et al.The experimental study showed that this method could precisely identify the flow regime and could be used easily.
【Fund】: 国家高技术研究发展计划资助项目(No 2 0 0 1AA413 2 10 ) .~~
【CateGory Index】: TP274.2
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【References】
Chinese Journal Full-text Database 8 Hits
1 WANG Qiang ZHOU Yun-Long CUI Yu-Feng SUN Bin (Northeast Dianli University,Jilin 132012,China);APPLIED STUDY OF EMD AND NEURAL NETWORKS ON FLOW REGIME IDENTIFICATION FOR GAS-LIQUID TWO-PHASE FLOW[J];Journal of Engineering Thermophysics;2007-03
2 SUN Bin, ZHOU Yun-long, ZHAO Peng, GUAN Yue-bo (School of Energy Resources and Mechanical Engineering, Northeast Dianli University, Jilin, 132012, China);Identification Method for Gas-Liquid Two-Phase Flow Regime Based on Singular Value Decomposition and Least Square Support Vector Machine[J];Nuclear Power Engineering;2007-06
3 MA Longbo,ZHANG Hongjian,ZHOU Hongliang,HE Qing(National Key Laboratory of Industrial Control Technology, Institute of Automation Instrumentation, Department of Control Science and Engineering,Zhejiang University, Hangzhou 310027, Zhejiang, China);Flow regime identification of oil-water two-phase flow based on HHT and SVM[J];Journal of Chemical Industry and Engineering(China);2007-03
4 LIANG Qiang,ZHANG Hong-jian,SUN Bin,YUE Wei-ting(National Key Laboratory of Industrial Control Technology,Department of Control Science and Engineering,Zhejiang University,Hangzhou 310027,China);Two-phase Flow Measurement Based on Separating Flow Pattern[J];Control and Instruments in Chemical Industry;2006-04
5 ZHOU Yun-long1a,ZHANG Xue-qing1b,ZHANG Nan1b,ZHANG Yan-yan2(1.a.School of Energy and Mechanical Engineering;b.School of Automation Engineering,Northeast Dianli University,Jilin 132012,China;2.Department of Automation,Laigang Group Ltd,Laiwu 271104,China);A Method for Identifying Gas-liquid Two Phase Flow Regimes Based on EMD Decomposition Using Conductance Fluctuation Signals and RBF Neural Network[J];Control and Instruments in Chemical Industry;2009-01
6 SUN Bin,ZHOU Yun-long,ZHONG Jin-shan(School of Energy Resources and Mechanical Engineering,Northeast Dianli University,Jilin 132012,Jilin Province,China);Identification method of gas-liquid two-phase flow regime based on complexity feature[J];Chemical Engineering(China);2008-04
7 SUN Bin,LIU Tian-dong,ZHOU Yun-long(School of Energy Resources and Mechanical Engineering,Northeast Dianli University,Jilin 132012,China);Application of principal component analysis of wavelet packet on flow regime identification of gas-liquid two-phase flow[J];Journal of Jilin University(Engineering and Technology Edition);2009-06
8 SUN Bin,LI Chao,ZHOU Yun-long (School of Energy Resources and Mechanical Engineering,Northeast Dianli University,Jilin,Jilin,132012,China,);Fusion Identification Method for Gas-Liquid Two-Phase Flow Regime Based on Recurrence Quantification Characteristics[J];Nuclear Power Engineering;2009-06
【Citations】
Chinese Journal Full-text Database 3 Hits
1 WANG Tiefeng,WANG Jinfu,ZHANG Huan and JIN Yong (Department of Chemical Engineering, Tsinghua University,Beijing 100084,China);APPLICATION OF ULTRASOUND DOPPLER VELOCIMETRY IN MULTIPHASE FLOW MEASUREMENT[J];Journal of Chemical Industry and Engineering(China);2002-04
2 HE Limin, GUO Liejin and CHEN Xuejun(State Key Laboratory of Multiphase Flow in Power Engineering, Xi'an 710049,Shaanxi,China);MEASUREMENT OF SLUG VELOCITY AND LENGTH IN HORIZONTAL PIPELINE BY MEANS OF DIFFERENTIAL PRESSURE FLUCTUATION ANALYSIS[J];Journal of Chemical Industry and Engineering(China);2003-02
3 JIANG Yanming,LI Yuxing and FENG Shuchu(Department of Storage and Transportation of Oil and Gas,University of Petroleum,Dongying 257061,Shandong,China);CHARACTERISTICS OF FLOW RATE TRANSIENTSIN GAS-LIQUID FLOW[J];Journal of Chemical Industry and Engineering(China);2003-03
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 SUN Bin1,2,ZHANG Hong-jian1 1.Department of Control Science and Engineering,Zhejiang University,Hangzhou 310027,China;2.College of Metrological Technology and Engineering,China Jiliang University,Hangzhou 310018,China;Research on Extract and Filter of Dynamic Signal of Two-Phase Flow Based on HHT[J];Chinese Journal of Sensors and Actuators;2007-04
2 FANG Li-de1,2,ZHANG Tao2,XU Ying21.The Institute of Quality and Technology Supervising,Hebei University,Baoding 071051,China;2.School of Electrical and Automation Engineering,Tianjin University,Key Laboratory for Process Measurement and Control,Tianjin 300072,China;Analysis of Gravity Differential Pressure Fluctuation Signal against to the Horizontal Flow Direction in Gas-Liquid Two-Phase Flow[J];Chinese Journal of Sensors and Actuators;2008-07
3 Liang Cai Chen Xiaoping Pu Wenhao Fan Chunlei Lu Peng Zhao Changsui(Key Laboratory of Clean Coal Power Generation and Combustion Technology of Ministry of Education,Southeast University,Nanjing 210096,China);Application of multi-resolution analysis to differential pressure in dense-phase pneumatic conveying of pulverized coal under high pressure[J];Journal of Southeast University(Natural Science Edition);2006-06
4 HE Li-Min ZHAO Yue-Chao LUO Xiao-Ming (College of Transport & Storge and Civil Engineering China University of Petroleum, Dongying 257061, China);THE MEASUREMENT METHODS ON CHARACTERISTIC PARAMETERS OF AIR-WATER SEVERE SLUGGING IN PIPE-RISER SYSTEMS[J];Journal of Engineering Thermophysics;2005-04
5 LüYu-Ling HE Li-Min LUO Xiao-Ming China University of Petroleum,Dongying 257061,China HONG Qi-Lin Huadong Pipeline Design and Research Institute,Xuzhou 221008,China;EVOLUTION OF SLUG FLOW IN HORIZONTAL PIPES[J];Journal of Engineering Thermophysics;2008-06
6 CHEN Zhen-yu,WANG Hai-qin,LI Zhi-biao,HE Li-min (College of Storage & Transportation Engineering,University of Petroleum,Dongying 257061,China);Experimental Study and Comparison between Prediction Models of the Slug Liquid Holdup for Slug Flow in Horizontal Pipe[J];Pipeline Technique and Equipment;2008-01
7 LUO Xiao-ming, HE Li-min, CHEN Zhen-yu (Department of Storage and Transportation Engineering, China University of Petroleum, Dongying 257061, China);A Fluctuation Analysis of Liquid Slug Lengths for the Slug Flow in Downward Inclined Pipe[J];Journal of Chemical Engineering of Chinese Universities;2006-05
8 WANG Wuchang1, LI Yuxing1, TANG Jianfeng1,YU Xichong2 (1Department of Storage and Transportation Engineering,China University of Petroleum, Dongying 257061, Shandong, China; 2Technology Research Department, CNOOC Research Center, Beijing 100027,China);Average holdup in multiphase pipelines with low loads of liquids[J];Journal of Chemical Industry and Engineering(China);2005-06
9 ZHANG Hongjian, YUE Weiting, MA Longbo, ZHOU Hongliang(State Laboratory of Industrial Control Technology, Department of Control Science and Engineering, Zhejiang University, Hangzhou 310027,Zhejiang,China);Relationship between fluctuating differential pressure and void fraction of gas-liquid two-phase flow in Venturi tube[J];Journal of Chemical Industry and Engineering(China);2005-11
10 DING Hao, HUANG Zhiyao, LI Haiqing(State Key Laboratory of Industrial Control Technology, Department of Control Science and Engineering, Zhejiang University, Hangzhou 310027, Zhejiang, China);Property of differential pressure fluctuation signal of gas-liquid two-phase flow based on Hilbert-Huang transform[J];Journal of Chemical Industry and Engineering(China);2005-12
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 Ren Jie\ Zhu Hengjun (College of Mechanical and Electrical Engineering, Northern Jiaotong University, Beijing 100044);Detecting Two Phase Flow by Time Series Parametric Modelling[J];JOURNAL OF NORTHERN JIAOTONG UNIVERSITY;1998-04
2 HUAN Fei,\ WANG Zhizhong.\ Department of Biomedical Engineering, Shanghai Jiaotong University, Shanghai 200030 ZHENG Chongxun Biomedical Engineering Institute, Xi'an Jiaotong University,Xi′an 710049;Analysis of Sleep EEG by Using Multi-Scale Entropy[J];Beijing Biomedical Engineering;2001-01
3 WANG Lei, WANG Baoliang, JI Haifeng, HUANG Zhiyao, LI Haiqing (National Key Laboratory of Industrial Control Technology, Institute of Automation Instrumentation, Department of Control Science and Engineering, Zhejiang University, Hangzhou 310027, P.R.China);New Small Capacitance Measuring Circuit for Capacitance Sensor[J];Journal of Transcluction Technology;2002-04
4 YANG Jun~,GUAN Ke,WU Qi-sheng, LIANG Jia (School of Information Engineering ,Chang’an University ,Xi’an 710064,China);Research on a New Type Coriolis Mass Flowmeter Using Two Material[J];Chinese Journal of Sensors and Actuators;2006-04
5 ZHOU Yun-long1,ZHANG Xue-qing2,SUN Bin11.School of Energy and Mechanical Engineering,Northeast Dianli University,Jilin Jilin 132012,China;2 School of Automation Engineering,Northeast Dianli University,Jilin Jilin 132012,China;Method for Identifying Gas/Liquid Two-Phase Flow Patterns Using Conductance Probes Technique and Noise Recognition of Conductance Fluctuating Signals[J];Chinese Journal of Sensors and Actuators;2008-10
6 Liu Xingbin; Qiang Xifu; Zhuang Haijun; Zhang Yuhui (Harbin Institute of Technology)(Daqing Production Logging Institute);Inflatable Type Fluid Capacitance Tool for Measurement of Water Cut in Oil/ Water Two Phase Flow in Production Wells[J];JOURNAL OF TRANSDUCER TECHNOLOGY;1995-04
7 ;The application and measuring principle of elbow flowmeters[J];Sensor World;2005-07
8 Hu Jinhai, Liu Xingbin, et al . .;A Conductance Sensor for Simultaneously Measuring Flowrate and Watercut in Oil/Water Two-phase Flow.[J];Well Logging Technology;2002-02
9 ZHANG Yao-wen,WANG Jin-zhong,XIA Hui-ling,LIU Hui-dong,LU Dian-long (Logging & Testing Services Co. of Daqing Oilfield Co. LTD., Daqing, Heilongjiang 163453, China);A Radioactive Tracing Method with Correlation Algorithm for Injection Profile Logging[J];Well Logging Technology;2004-S1
10 HU Jin-hai,LIU Xing-bin,ZHOU Jia-qiang,ZHANG Yu-hui,HUANG Chun-hui (Logging & Testing Services Co. of Daqing Oilfield Co.LTD., Daqing, Heilongjiang 163153, China);Field Applications of Conductivity Correlated Flow Rate Logging Tool[J];Well Logging Technology;2004-S1
【Secondary References】
Chinese Journal Full-text Database 9 Hits
1 FANG Li-de1,2,ZHANG Tao2,XU Ying21.The Institute of Quality and Technology Supervising,Hebei University,Baoding 071051,China;2.School of Electrical and Automation Engineering,Tianjin University,Key Laboratory for Process Measurement and Control,Tianjin 300072,China;Analysis of Gravity Differential Pressure Fluctuation Signal against to the Horizontal Flow Direction in Gas-Liquid Two-Phase Flow[J];Chinese Journal of Sensors and Actuators;2008-07
2 FANG Li-de1,2,ZHANG Tao2,XU Ying21.The Institute of Quality and Technology Supervising,Hebei University,Baoding Hebei 071002,China;2.School of Electrical and Automation Engineering,Tianjin University, Key Laboratory for Process Measurement and Control,Tianjin 300072,China;Gas-Liquid Two-Phase Flow Measurement Based on A Slot Venturi[J];Chinese Journal of Sensors and Actuators;2008-08
3 ZHOU Yun-long1,ZHANG Xue-qing2,SUN Bin11.School of Energy and Mechanical Engineering,Northeast Dianli University,Jilin Jilin 132012,China;2 School of Automation Engineering,Northeast Dianli University,Jilin Jilin 132012,China;Method for Identifying Gas/Liquid Two-Phase Flow Patterns Using Conductance Probes Technique and Noise Recognition of Conductance Fluctuating Signals[J];Chinese Journal of Sensors and Actuators;2008-10
4 LI Ying-wei~1 YU Li-na~1 KONG Ling-fu~1 (1.College of Information Science and Engineering,Yanshan University,Qinhuangdao,Hebei 066004,China);Flow regimes identification of oil-water two-phase flow based on multi-feature extraction using LS-SVM[J];Journal of Yanshan University;2008-03
5 LIN Li,ZHAO De-you (Department of Naval Architecture,Dalian University of Technology,Dalian 116085,China);Identification of acoustic emission signals ofoffshore structures with both local wave method and neural network[J];Journal of Harbin Engineering University;2008-07
6 SHEN Chun-yin,CAI Qing-bai,DAI Gan-ce(State Key Laboratory of Chemical Engineering,East China University of Science and Technology,Shanghai 200237,China);Chaotic Characteristics in Shallow Gas-Liquid Two-Phase Bubble Columns[J];Journal of East China University of Science and Technology(Natural Science Edition);2008-04
7 ZHOU Yun-long1,LI Hong-wei2,CHEN Fei2(1.College of Energy Resource and Mechanical Engineering,Northeast Dianli University,Jilin 132012,China;2.College of Automatic Engineering,Northeast Dianli University,Jilin 132012,,China);Identification method of gas-liquid two-phase flow pattern based on image contour feature and particle swarm optimized neural network[J];Journal of Jilin University(Engineering and Technology Edition);2009-03
8 ZHOU Yun-long1,ZHANG Xue-qing2,HE Qiang-yong2 (1.School of Energy and Mechanical Engineering;2.School of Automation Engineering, Northeast Dianli University,Jilin 132012,Jilin Province,China);Method for identifying gas-liquid two-phase flow patterns based on multi-scale information entropy feature[J];Chemical Engineering(China);2009-10
9 SUN Bin,LI Chao,ZHOU Yun-long (School of Energy Resources and Mechanical Engineering,Northeast Dianli University,Jilin,Jilin,132012,China,);Fusion Identification Method for Gas-Liquid Two-Phase Flow Regime Based on Recurrence Quantification Characteristics[J];Nuclear Power Engineering;2009-06
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