Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Chemical Engineering(China)》 2008-04
Add to Favorite Get Latest Update

Identification method of gas-liquid two-phase flow regime based on complexity feature

SUN Bin,ZHOU Yun-long,ZHONG Jin-shan(School of Energy Resources and Mechanical Engineering,Northeast Dianli University,Jilin 132012,Jilin Province,China)  
Aiming at the non-stationary and nonlinear characteristics of differential pressure fluctuation signals of gas-liquid two-phase flow,flow regime identification method based on complexity characteristic and support vector machine was put forward.Empirical Mode Decomposition(EMD) method was used to decompose the differential pressure fluctuation signals into a finite number of stationary Intrinsic Mode Functions(IMF),then complexity features of each IMF was extracted as the flow regime characteristics vectors and served as input parameters of SVM classifier to identify flow regime.The experimental identification results show that the proposed approach can identify flow regime accurately for identifying four typical flow patterns of air-water two-phase flow in horizontal pipe.This method provides a new effective way to identify flow regime.
【Fund】: 吉林省教育厅重点项目(2006024)
【CateGory Index】: O359
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【References】
Chinese Journal Full-text Database 8 Hits
1 DONG Fang;FANG Lide;LI Xiaoting;College of Quality and Technical Supervision,Hebei University;;Application of spectral entropy on the differential pressure signals against to the horizontal flow direction in gas-liquid two-phase flow[J];河北大学学报(自然科学版);2014-05
2 GUO Xingming;HUANG Linzhou;College of Bioengineering,Chongqing Engineering Research Center for Medical Electronics Technology,Chongqing University;;Study on classification and recognition of heart sound using IMF complexity feature[J];计算机工程与应用;2013-21
3 SUN Bin,YAO Hai-tao(School of Energy and Power Engineering,Northeast Dianli University,Jilin 132012,China);The short-term wind speed forecast analysis based on the PSO-LSSVM predict model[J];电力系统保护与控制;2012-05
4 Lv Jianxin1,Wu Husheng1,Lai Linghong1,Wu Lushan2,Zhao Fadong1(Engineering College,CAPF,Xi'an710086;Henan Agricultural University,Zhengzhou 450000,China);Fault Diagnosis of Diesel Engine Based on IMF complexity feature and RBF Neural Network[J];计算机测量与控制;2011-05
5 Lv Jianxin1 Wu Husheng2 Wu Lushan3 Zhu Yurong2(1 Department of Equipment and Transportation,Engineering College of CAPF,Xi'an 710086,China)(2 Post-graduate Department,Engineering College of CAPF,Xi'an 710086,China)(3 Henan Agricultural University,Zhengzhou 450000,China);Study on Fault Diagnosis for Rolling Bearing based on EMD Complexity Feature and SVM[J];机械传动;2011-02
6 SUN Bin,ZHONG Jin-shan,LI Chao(School of Energy Resource and Mechanical Engineering,Northeast Dianli University,Jilin 132012,Jilin Province,China);De-noising method of three-phase flow pattern signal based on empirical mode decomposition[J];化学工程;2010-03
7 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];核动力工程;2009-06
8 ZHAO Peng~1,ZHOU Yun-long~2,SUN Bin~2 (1.Energy and Power Engineering College,North China Electric Power University,Changping District,Beijing 102206,China; 2.School of Energy and Mechanical Engineering,Northeast Dianli University,Jilin 132012,Jilin Province,China);Vibration Fault Diagnosis of Centrifugal Pump Based on Empirical Mode Decomposition Complexity Feature and Least Square Support Vector Machine[J];中国电机工程学报;2009-S1
【Citations】
Chinese Journal Full-text Database 5 Hits
1 Sun Bin Wang Qiang Zhou Yunlong(Northeast Dianli University,Jilin 132012,China);Identification method of gas-liquid two-phase flow regime based on multi-scale information entropy feature and RBF neural network[J];仪器仪表学报;2006-07
2 SUN Bin,ZHOU Yun-long(Department of Power Engineering,Northeast China Institute of Electric Power Engineering,Jilin 132012,Jilin Province,China);Identification method of gas-liquid two-phase flow pattern based on wavelet packet energy feature[J];化学工程;2006-02
3 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);APPLIED STUDY OF HHT AND NEURAL NETWORKS ON FLOW REGIME IDENTIFICATION FOR OIL-GAS TWO-PHASE FLOW[J];化工学报;2004-10
4 Duan Jiangtao(Xidian University) Li Lingjun Zhang Zhousuo He Zhengjia Fu Hanguang(Xi'an Jiaotong University);Application of Support Vector Machine in Multi-fault Classification of Mechanical System[J];农业机械学报;2004-04
5 Wu Haojiang,Hu Zhihua,Zhou Fangde(Xi′an Jiaotong University, Xi′an 710049, China);Application of Improved BP Neural Network on Intelligent Identification of Flow Regime of Oil Gas Water Multiphase Flow[J];西安交通大学学报;2000-01
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 QI Xue-zhen;LI Xiao-lu;WANG Wen-yue;College of Electrical and Mechanical Engineering,China Jiliang University;;Research of Pressure Wave Velocity of Brake Fluid of ABS Based on HHT and Principle of Cross-correlation[J];仪表技术与传感器;2016-02
2 Yu Wei;Wan Daili;Zhou Ya;Yang Xijing;Faculty of Information Engineering and Automation,Kunming University of Science and Technology;Chengdu Technological University;;RESEARCH ON ELECTRONIC NOSE GAS CLASSIFICATION BASED ON KERNEL PCA AND ONLINE-SVM[J];计算机应用与软件;2015-11
3 LIU Xia;ZHANG Shanshan;HU Mingjian;Electrical Information Engineering Institute,Northeast Petroleum University;Instrument and Signal Institute,Xinjiang Design Institute,China Petroleum Engineering (Company Limited);;SVM Optimization Based on Chaotic Artificial Colony Algorithm Gear Fault Diagnosis[J];吉林大学学报(信息科学版);2015-04
4 SUN Hong-jun;HE Xing;XU Guan-qun;LI Jin-xia;School of Electrical Engineering and Automation,Tianjin University;;Analysis on Dynamics Characteristics of Vortex-Street in Horizontal Gas-Liquid Two-Phase Flow[J];测控技术;2015-04
5 YANG Zhong-jiong;XU Kang;ZHOU Li-qiang;JIANG Dong-shen;College of Mechanical and Electrical Engineering,Central South University;;Fault Diagnosis for Hydraulic System of Back-loading Compression Refuse Collector Based on Support Vector Machine[J];计算机仿真;2014-11
6 DONG Fang;FANG Lide;LI Xiaoting;College of Quality and Technical Supervision,Hebei University;;Application of spectral entropy on the differential pressure signals against to the horizontal flow direction in gas-liquid two-phase flow[J];河北大学学报(自然科学版);2014-05
7 MENG Xiangmin;SONG Ping;TAN Jiwen;Qingdao Technological University;;Ball Screw Fault Diagnosis Based on Wavelet Packet and Support Vector Machine[J];机床与液压;2014-19
8 Sun Bin;Liu Tong;Zhao Peng;China Jiliang University;;Time-frequency analysis on differential pressure signal of two-phase flow based on EEMD[J];实验流体力学;2014-05
9 WANG Chong;YANG Pu-yi;XU Jian-xin;WANG Shi-bo;WANG Hua;State Key Laboratory of Complex Nonferrous Metal Resources Clean Utilization,Kunming University of Science and Technology;Yunan Copper Industry Co.,Ltd;Quality Development Institute,Kunming University of Science and Technology;;Study on Flow Regime Identification of Gas-Liquid Two Phase Flows in the Mixing Process by Top Blowing[J];昆明理工大学学报(自然科学版);2014-04
10 ZHAO Yu-wei;MA Bo;LIU Jin-nan;Diagnosis and Self-Recovery Engineering Research Center,Beijing University of Chemical Technology;Beijing Bohua Xinzhi Science and Technology Development CO.,Ltd.;;The State Assessment Study of Reciprocating Compressor Based on RBF Neural Network and Multi-information Fusion Technology[J];压缩机技术;2013-06
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 ZHANG Sheng1,QIAO Shini1,WANG Wei21.College of Mathematics Physics and Information Engineering,Zhejiang Normal University,Jinhua,Zhejiang 321004,China2.School of Education Science,Nanjing Normal University,Nanjing 210097,China;Melancholia's EEG complexity analysis based on wavelet entropy[J];计算机工程与应用;2012-04
2 Sun Bin Wang Er-Peng Zheng Yong-Jun (College of Metrological Technology and Engineering,China Jiliang University,Hangzhou 310018,China);Time-frequency spectral analysis of gas-liquid two-phase flow’s fluctuations[J];物理学报;2011-01
3 YUAN Tie-jiang,CHAO Qin,LI Yi-yan,YUAN Jian-dang,TOERXUN Yibulayin(College of Electrical Engineering,Xinjiang University,Urumqi 830047,China);Research on optimization model of economic dispatch based on wind power penetration limit[J];电力系统保护与控制;2011-01
4 Ren Yali ( College of Physics and Electronic Engineering,Longdong University,Qingyang 745000,Gansu,China);ON POWER SPECTRAL ENTROPY AND FREQUENCY BAND ENERGY-BASED CLASSIFICATION OF MOVEMENT CONSCIOUSNESS TASK[J];计算机应用与软件;2010-12
5 LI Feng,TANG Bao-ping,ZHANG Guo-wen(The State Key Laboratory of Mechanical Transmission,Chongqing University,Chongqing 400030,China);Fault diagnosis model based on least square support vector machine optimized by leave-one-out cross-validation[J];振动与冲击;2010-09
6 LI Guang-zhen,LIU Wen-ying(School of Electric and Electronic Engineering,North China Electric Power University,Beijing 102206,China);Bus load short-term forecast based on LSSVM and Markov chain[J];电力系统保护与控制;2010-11
7 HUANG Xian,SONG Zhi,ZHEN Wen,LI Hui-ping,XU Wei;Study about power spectral entropy and its application in EEG in epileptic rats[J];中国应用生理学杂志;2010-02
8 ZHANG Kai1, HUANG Hua-ping2, YANG Hai-tao3, XIE Qing2 (1. Shijiazhuang Power Supply Corporation, Shijiazhuang 050000, Hebei Province, China; 2. Key Laboratory of Power System Protection and Dynamic Security Monitoring and Control (North China Electric Power University), Ministry of Education, Baoding 071003, Hebei Province, China; 3. Communication and Dispatching Center of Guang’an Electric Power Bureau, Guang’an 638000, Sichuan Province, China);A Transformer Fault Diagnosis Method Integrating Improved Genetic Algorithm With Least Square Support Vector Machine[J];电网技术;2010-02
9 ZHANG Chun-xiao, ZHANG Tao (School of Electrical Engineering and Automation, Tianjin University, Nankai District, Tianjin 300072, China);Soft Measurement Method for Oil Holdup of Two Phase Flow Based on Least Squares Support Vector Machine and Particle Swarm Optimization[J];中国电机工程学报;2010-02
10 WEI Xiao-xia (State Grid Energy Research Institute,Beijing 100761,China);Problems and the Solutions of Wind Power Development in China[J];电力技术经济;2009-06
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 FANG Biwu;LIU Dichen;WANG Bo;YAN Bingke;WANG Xunting;School of Electrical Engineering, Wuhan University;;Short-term wind speed forecasting based on WD-CFA-LSSVM model[J];电力系统保护与控制;2016-08
2 YU Min;CHANG Yuchan;YUAN Hao;ZHAO Ying;ZHOU Wenmeng;College of Science,Wuhan University of Science and Technology;School of Foreign Ianguages,Renmin University of China;CSIC(Wuhan)LINCOM Electronics Co.,Ltd.;School of Management,Wuhan University of Science and Technology;;The short-term forecasting of wind speed based on EMD and ARMA[J];中国科技论文;2016-05
3 ZHANG Tao;SUN Xiaowei;SHI Suyi;LI Zhenxing;College of Electrical Engineering and New Energy, China Three Gorges University;;Ultra-Short-Term Wind Power Forecasting Based on QPSO-LSSVM[J];中国电力;2016-03
4 Zheng Xin;Zhongshan Torch Polytechnic;;Fault Feature Research of Rolling Bearing based on Empirical Mode Decomposition and Principle Component Analysis[J];机械传动;2016-01
5 WU Zhongqiang;JIA Wenjing;WU Changhan;ZHAO Liru;School of Electric Engineering, Yanshan University;;Short-term wind speed forecasting based on PSO-BSNN[J];电力系统保护与控制;2015-15
6 DUAN Xuewei;WANG Ruiqi;WANG Zhaoxin;LANG Chengyu;SUN Shumin;ZHAO Peng;ZHENG Wei;State Grid Shandong Electric Power Research Institute;Shandong Provincial Key Laboratory of UHV Transmission Technology and Equipment;State Grid Shandong Electric Power Company;Shangdong Zhongshi Yitong CO.,Ltd.;;Review of Wind Speed and Wind Power Prediction Methods[J];山东电力技术;2015-07
7 ZHENG Feng;FANG Biwu;CSG EHV Power Transmission Company,Tianshengqiao Division;School of Electrical Engineering,Wuhan University;;Short-Term Wind Speed Forecasting Based on CFA-LSSVM Model[J];陕西电力;2015-06
8 Gan Di;Ke Deping;Sun Yuanzhang;Cui Mingjian;School of Electrical Engineering Wuhan University;;Short-term Wind Speed Probabilistic Forecasting Based on EEMD and Coupling GA-GPR[J];电工技术学报;2015-11
9 LI Chunxi;LIN Qing;YE Xuemin;MOE's Key Lab of Condition Monitoring and Control for Power Plant Equipment,North China Electric Power University;;Characterization on Sound Pressure Signal of an Axial Flow Fan with Abnormal Blade Angle Based on Complexity Algorithms[J];动力工程学报;2015-01
10 WANG Xin;MENG Lingling;School of Electrical Engineering and Automation, Henan Polytechnic University;;Ultra-short-term load forecasting based on EEMD-LSSVM[J];电力系统保护与控制;2015-01
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 GUI Zhong-hua, HAN Feng-qin (College of Electrical Eng., South China Univ. of Tech., Guangzhou 510640, Guangdong Province, China);NEURAL NETWORK BASED ON WAVELET PACKET-CHARACTERISTIC ENTROPY FOR FAULT DIAGNOSIS OF DRAFT TUBE[J];中国电机工程学报;2005-04
2 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];化工学报;2003-03
3 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];化工学报;2003-02
4 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];化工学报;2002-04
5 Xiao Jianhua 1,2 Fan Keqing 2 Wu Jinpei 2 Yang Shuzi 1 ( 1College of Mechanical Science & Technology, Huazhong University of Science and Technology Wuhan, 430074) ( 2Institute of Intelligent Technology & Systems, Wuyi University;A Study on SVM for Fault Diagnosis[J];振动、测试与诊断;2001-04
6 He Yinzhi (Dept. of Mechatronics, Beijing Polytechnical University Beijing,100022) Shen Song (Dept. of Dynamics, Tsinghua University Beijing,100084) Ying Huaiqiao (China Orient Institute of Noise & Vibration Beijing,100085) Liu Zhengshi (D;Application of Wavelet Packet Decomposition and Its Energy Spectrum on the Fault Diagnosis of Reciprocation Machinery[J];振动工程学报;2001-01
7 WU Xin jie, WANG Shi (Dpt. of Automation,Northeastern University, Shenyang 110003, China);Study on the Method of Two-Phase Flow Regime Identification[J];计量学报;2000-04
8 Wu Haojiang,Hu Zhihua,Zhou Fangde(Xi′an Jiaotong University, Xi′an 710049, China);Application of Improved BP Neural Network on Intelligent Identification of Flow Regime of Oil Gas Water Multiphase Flow[J];西安交通大学学报;2000-01
9 Chen Gong ;Huang Zhiyao ;Wang Baoliang; Li Haiqing (Zhejiang University, Hangzhou China 310027);Flow Regimes Identification in Horizontal Pipe Using Wavelet Transform[J];仪器仪表学报;1999-02
10 Zhou Xiaokai; Yan Puqiang (Department of Precision Instruments and Mechanology, Tsinghua University);New method of diagnosis of railway roller bearing based on the wavelet analysis[J];清华大学学报(自然科学版);1996-08
Similar Journals
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved