Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Xi'an Jiaotong University》 2003-01
Add to Favorite Get Latest Update

Independent Component Analysis for Features Extraction of Machine Condition

Li Li,Qu Liangsheng(School of Mechanical Engineering, Xi′an Jiaotong University, Xi′an 710049, China)  
Aimed at the acoustic signals from heavy sizingpress and rolling bearing rig, a preprocessing of autocorrelation for independent component analysis (ICA) is proposed. The preprocessing obviously stands out the nonGaussianity of the individual components in the signals to satisfy the ICA condition, i.e. statistical independence of sources. The fast ICA algorithm based on kurtosis is applied successfully to separate the signals, and some valuable sound sources and the corresponding machine parts are extracted. The results demonstrate that for ICA the correct preprocessing according to signal structure contributes to extracting features from mechanical signals effectively.
【CateGory Index】: TP14
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 10 Hits
1 LI Liang-min (State Key Laboratory for Manufacturing Systems Engineering,Xi'an Jiaotong University,Xi'an 710049,China);Application of Blind Source Separation Method Based Genetic Algorithm in Bearing Diagnosis[J];Bearing;2005-09
2 WANG Xu-ben 1,2, GUO Yong 1,2, WANG Jiao 1, JIAN Xing-xiang 1, XU Wen-qi 1, ZHANG Na 1 (1. Chengdu University of Technology, Chengdu 610059, China; 2. Key Lab. of Earth-exploration and Information Techniques of Education Ministry of China, Chengdu 610059, China);ANALYSIS OF VICTIM LOCATION SYSTEM SIGNAL IN EARTHQUAKE DISASTER BASED ON ACOUSTIC AND SEISMIC WAVE DETECTION[J];Chinese Journal of Engineering Geophysics;2005-02
3 JIANG Yu1,LI Zhi-xiong2(1 School of Information and Engineering,Huangshan University,Huangshan 245021,China;2 School of Energy and Power Engineering,Wuhan University of Technology,Wuhan 430063,China);Research on the Blind Source Separation of Gearbox vibration and Its Application in Gear Fault Diagnosis[J];Journal of Hubei University of Technology;2011-04
4 HUANG Chuang, SHI Hongbo (Institute of Automation, East China University of Science and Technology, Shanghai 200237);Process monitoring method based on independent componint analysis and wavelet transform[J];Journal of Jilin University of Technology(Natural Science Edition);2004-03
5 Wu Wenfeng,Chen Xiaohu,Su Xunjia,Wang Xuping,Yao Chunjiang(The Second Artillery Engineering College,Xi′an 710025);ICA Feature Extraction and Fault Diagnosis Based on Kurtosis for a Gear Pump[J];Mechanical Science and Technology for Aerospace Engineering;2011-09
6 REN Xue-ping;SHAN Li-wei;Mechanical Engineering School,Inner Mongolia University of Science & Technology;;A Fault Classification Method for Blower Based on EMD-ICA and HMM[J];Turbine Technology;2013-04
7 SI Wenrong,LI Junhao,LIANG Yongchun,YUAN Peng,LI Yanmu,LI Yanming(School of Electrical Engineering, Xi′an Jiaotong University,Xi′an 710049,China);Pulse Extraction for Partial Discharge with Double Channels with Independent Component Analysis[J];Journal of Xi'an Jiaotong University;2008-10
8 HE Yan-jiang1, QI Ming-xia1, LUO Hong-mei2(1. Electromechanical project institute in China University of Petroleum, Dongying, Shandong 257061, China;2. China Petroleum Engineering Co., Ltd North China Company, Rengiu, Hebei 062552, China);AE BASED FAULT DIAGNOSIS OF ROLLING BEARINGS BY USE OF ICA AND SVM[J];Journal of Vibration and Shock;2008-03
9 WANG Yu, CHI Yi-lin, WU Xing, SHEN Yi(Faculty of Mechanical and Electrical Engineering, Kunming University of Science and Technology, Kunming 650093, China);Machine noise monitoring and fault diagnosis based on blind signal processing[J];Journal of Vibration and Shock;2009-06
10 SUN Hui,ZHU Shan-an (College of Electrical Engineering,Zhejiang University,Hangzhou 310027,China);Empirical mode decomposition for blind separation of modulation fault source signals[J];Journal of Zhejiang University(Engineering Science);2006-02
China Proceedings of conference Full-text Database 1 Hits
1 Jun Ma;Jiande Wu;Xiaodong Wang;Yugang Fan;Faculty of Information Engineering and Automation,Kunming University of Science and Technology;Engineering Research Center for Mineral Pipeline Transportation of Yunan;;The Mixed Fault Detection Method for Rolling Bearings Based on ICA-Teager[A];[C];2014
Chinese Journal Full-text Database 2 Hits
1 Zhang Haijun,Wen Guangrui,Qu Liangsheng (School of Mechanical Engineering, Xi′an Jiaotong University, Xi′an 710049, China);Method to Improve the Quality of Diagnostic Information[J];Journal of Xi'an Jiaotong University;2002-03
2 WU Xiao pei 1,3 , FENG Huan qing 1, ZHOU He qin 2, WANG Tao 1 (1. Department of Electronic Science and Technology, USTC; 2. Department of Automation, USTC, Hefei 230026, China) (3. The Key Laboratory of Intelligent Computing & Signal Processin;Mixed Sound Signal Separation Based on Independent Component Analysis[J];Journal of University of Science and Technology of China;2001-01
Chinese Journal Full-text Database 10 Hits
1 Xu Guangzhen Dong Longqi(Department of Agricultural Engineering);FAULT TREE ANALYSIS ON HAZARD CONDITION IN DIESEL ENGINE OPERATION[J];Journal of Anhui Agricultural University;1990-03
2 Wang Ximin;Ping Peng;Xu Zening;Chen Fengsheng;Du bailu(Dalian Steel Factory)(Anshan Institute of I & S.Technology)(Dalian Steel Factory);Flaking Failures Diagnosis of Pin Cycloidal Reducers[J];JOURNAL OF ANSHAN INSTITUTE OF IRON AND STEEL TECHNOLOGY;1994-04
3 GAO Wan-liang(Iron-making Plant of Baotou Steel(Group) Corp.,Baotou 014010,Nei Monggol,China);Analysis on the Application Example of Breakdown Diagnosis in Agglutinating the SJ9000 Air Blower[J];Science & Technology of Baotou Steel(Group) Corporation;2008-01
4 Yan Di Qiu Liangsheng Chen Renheng;ACOUSTIC EMISSION IN CHIP FORMATION AND ITS RECOGNITION[J];Acta Armamentarii;1989-02
5 Chen Jiwu Devision of Maintenance Engineering of Machines Zhong Sufen Xu Dajun Division of Manufacturing Technology Yin Longchao Division of Theory Mechanics;Study of Diagnostic Functions in Monitoring of Cutting Tool Wear[J];Journal of Beijing Agricultural Engineering University;1989-02
6 Liu Li; Li Li;Wang Dong;Lu Shijie(Resource Engineering School, UST Beijing. Beijing 100083 China)(Mining Researeh Institute, Beijing 100044);Pattern Recognization on Working Condition in Diagnosis of Engine[J];JOURNAL OF UNIVERSITY OF SCIENCE AND TECHNOLOGY BEIJING;1997-03
7 Pan Ziwei; Xu Jinwu(Institute of Mechanical Engineering, USTB, Beijing 100083, PRC);Adaptive Failure Pattern Classification Method based on Neural Networks[J];Journal of University of Science and Technology Beijing;1995-03
9 LU Shuang, QU Shou-ping, ZHANC Xiao-hui ( Mechanical Engineering College, Changchun University, Changchun 130022, China; Adult Education College, Changchun University, Changchun 130022, China);Application of wavelet analysis for rolling bearing failure diagnosis[J];Journal of Changchun University;2000-06
10 HOU Yue-qian~1,JIANG Qiu~2,LI Meng~1,LU Shuang~1 (1.Mechanical Enginerring College,Changchun University,Changchun,130022,China;2.Engineering Training Centre,Changchun Industry University,Changchun,130012,China);A research of fault recognition system on rolling bearings[J];Journal of Changchun University;2004-04
China Proceedings of conference Full-text Database 8 Hits
1 XU Jian-li~1,YANG Fei-yu~2 (1.Xi'an Railway Signal Co Ltd,Xi'an 710048,China;2.State Key Laboratory for Manufacturing and System Engineering,Xi'an Jiaotong University,Xi'an 710049,China);Identification methods of structural damage based on acoustic signal[A];[C];2011
2 HE Fu-jun1, ZHANG Wei2, WANG Ming-zhang1 (1. The Second Artillery Petty Officer School, Qingzhou 262500, China; 2. The Second Artillery Engineering College, Xi’an 710025, China);The Application of Fault Tree Analysis to the Fault Diagnosis of Shielded Pump[A];[C];2007
3 Cheng chuan-hai~1 yu yang~2 li zhi-yuan~2 1.Anhui Polytechnic College,Hefei 230051,China; 2.Hefei University of Technology,Hefei 230009,China;Analysis and Study the Vibration and Noise Mass Fault in Multi-step Planetary Gearbox[A];[C];2007
4 Wang Yanhong Zhang Tong Xu Xuezhong Dong Mingrong (Northwest Institute of Nuclear Technology,Xi'an 710024,China);Detection and Separation of Acoustic Signals of Low Altitude Targets[A];[C];2010
5 HE Zhengjia,ZI Yanyang,CHEN Xuefeng,LI Bing,ZHANG Zhousuo,YUAN Jing (School of Mechanical Engineering,Xi'an Jiaotong University,Xi'an,710049,China);Some Scientific Issues in Mechanical Fault Prognosis[A];[C];2010
6 Ying Jin~(1,2),Guangrui Wen~(1,2),Bo Lang~2,Zhenyang Liu~2 (1.School of Mechanical Engineering,Xi'an Jiaotong University,Xi'an 710049,China; 2.Xi'an Shaangu Power Co.,LTD.Xi'an 710075,China);Vibration Diagnosis Analysis of Some Multi-rotor Compressor[A];[C];2010
7 Wuhan Transportation University Zhao Zhangyan;The Theory and Its Application For Geair's Faults Diagnosis[A];[C];1996
8 Jun Ma;Jiande Wu;Xiaodong Wang;Yugang Fan;Faculty of Information Engineering and Automation,Kunming University of Science and Technology;Engineering Research Center for Mineral Pipeline Transportation of Yunan;;The Mixed Fault Detection Method for Rolling Bearings Based on ICA-Teager[A];[C];2014
Chinese Journal Full-text Database 10 Hits
1 Zhou Weiliang He Kun Cao Xianbin 1) Cheng Huixia 2) (Computer Center, Institute of Anhui Economy Management 230059) ( 1) Department of Computer Science and Technology, USTC 2) Department of Computer Science, Anhui;Design of BP Network Based on Immune Genetic Algorithm[J];JOURNAL OF ANHUI UNIVERSITY(NATURAL SCIENCES);1999-01
2 HU Xiaoyi1,HE Qingfu1,LIN Rongwen2,WANG Huasheng2,TANG Songbai2(1.School of Mechanical,Electronic and Control Engineering,Beijing Jiaotong University,Beijing 100044,China;2.Locomotive and Car Research Institute,China Academy of Railway Sciences,Beijing 100081,China);Development of Onboard Turbocharger Monitoring System Based on PC104[J];Journal of Beijing Jiaotong University;2008-04
3 XU Xiao-yong1, ZHONG Tai-yong1, 2 (1. School of Mathematics & Computer Science, Yunnan Nationalities University, Kunming, 650031, China; 2. Dept. of Mathematics, Yunyang Teacher College, Danjiangkou 442700, China);Construction and Realization of Cubic Spline Interpolation Function[J];Ordnance Industry Automation;2006-11
4 Wu Xiaobing Sun Fengchun Li Xiaolei An Yongjiang (Beijing Institute of Technology,Beijing,100081);FAULT DIAGNOSIS OF DIESEL ENGINE PISTON LINER WEARING BASED ON MECHANISM STUDY[J];Acta Armamentarii;2000-S1
5 TIAN Hao,TANG Li-wei,TIAN Guang(Department of Guns Engineering,Ordnance Engineering College,Shijiazhuang 050003,Hebei,China);Compound Fault Diagnosis for Gearbox Based on Blind Source Separation[J];Acta Armamentarii;2010-05
6 CHEN Lijun(School of Mathematical Sciences,Peking University,Beijing,100871);New Approaches of Immunity from Computer Viruses[J];ACTA SCICENTIARUM NATURALUM UNIVERSITIS PEKINESIS;1998-05
7 Qin Haiqin Xu Kejun(Department of Aviation Mechanism,Qingdao Branch of Naval Aviation Engineering Institute,Qingdao 266041,China)Ou Jianping(Aerotechnics Ensure Branch of Navy Equipment Department,Beijing 100071,China);Analysis of aero engine vibration signal based on blind source separation technology[J];Journal of Beijing University of Aeronautics and Astronautics;2010-11
8 Xu Ke; Xu JinWu; Yang Dalei; (Mechanical Engineering School, UST Bejing, Beijing 100083, China)(Baoshan Iron & Steel Corp. (Group), Shanghai 201909);Application of Wavelet Transform in Signal Filtering[J];JOURNAL OF UNIVERSITY OF SCIENCE AND TECHNOLOGY BEIJING;1997-04
9 ZHANG Wujun, XU Jinwu, YANG Debin, ZHOU Yanling, WANG Haifeng (Mechanical Engineering School, UST Beijing Beijing 100083, China);Machine Sound Using Wavelet and Application in Rolling Bearing Fault Diagnosis[J];Journal of University of Science and Technology Beijing;2002-01
10 GAO Lixin,XING Jun, LEI Xun Computer College, Beijing University of Technology, Beijing 100022, China 2) WISGCO Wire Rod Mill, Wuhan 430080, China;Gearbox Fault Diagnosis Based Wavelet Analysis[J];Journal of University of Science and Technology Beijing;2003-03
China Proceedings of conference Full-text Database 1 Hits
1 He Zhenya Department of Radio Engineering,Southeast University,Nanjing,210096;Blind Signal Processing Using Neural Computation[A];[C];1999
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 CHEN Chao1,GAO Xian-jun1,LI De-xin2(1.Department of Aviation Electronical Engineering,The Aviation University of Air Force,Changchun 130022,China;2.The Flight Simulation Research Institute of Air Force,Harbin 150001,China);Overlapped Frequency-Hopping Communication Signals Separation Algorithm Based on Independent Component Analysis[J];Journal of Jilin University(Information Science Edition);2008-04
2 YAO Zhen-jing1,GAO Tao2,ZHANG Jun3,LIU Shu-cong1(1.Department of Disaster Prevention Instrument,Institute of Disaster Prevention Science and Technology,Beijing 101601,China; 2.Electronic Information Products Supervision and Inspection Institute of Hebei Province,Shijiazhuang 050071,China; 3.School of Electrical Engineering and Automation,Tianjin University,Tianjin 300072,China);Research overview of post-earthquake life detection technique[J];Transducer and Microsystem Technologies;2011-12
3 XU Jia①②,MA Feng-hai③,YANG Fan①(①School of Geomatics,Liaoning Technical University,Liaoning Fuxin 123000,China;②Geomatics and Applications Laboratory,Liaoning Technical University,Liaoning Fuxin 123000,China;③Geotechnical and Structural Engineering Research Center,Liaoning Dalian 116622,China);Application of EEMD filter in GPS dynamic monitoring data de-nosing[J];Science of Surveying and Mapping;2012-03
4 ZHAO Guochen,SU Yunqiang,FAN Liang;Application of Independent Component Analysis in Settlement of Coal Bunker[J];Bulletin of Surveying and Mapping;2012-06
5 LI Zhi-nong1,2,L Ya-ping2,YUE Xiu-ting2(1.Key Laboratory of Nondestructive Testing,Ministry of Education,Nanchang Hangkong University,Nanchang 330063,China;2.School of Mechanical Engineering,Zhengzhou University,Zhengzhou 450001,China);Blind Separation of Machine Fault Sources Based on FRFT[J];Bearing;2010-06
6 YANG Jie,ZHENG Hai-qi,GUAN Zhen-zhen,WANG Yan-gang(Ordnance Engineering College,Shijiazhuang 050003,China);Compound Fault Diagnosis for Bearings Based on Morphological Component Analysis[J];Bearing;2011-08
7 Lu Ruhua(Department of Computer Science,Xiangnan University,Chenzhou 423000,China);Simulation Tests on Fault Diagnosis of Bearing Based on Acoustic Signal[J];Journal of Xiangnan University;2011-05
8 LIU Zhenxing,ZHANG Wenrong(Engineering Research Center of Metallurgical Automation and Detection Technique,Ministry of Education,Wuhan University of Science and Technology,Wuhan 430081,China);Operation mode identification for induction motors based on HHT method[J];Electric Power Automation Equipment;2010-09
9 GUO Ke~(1,2),GUO Si~3,HE Guo-zhu~4,CHEN Hui~(1,2),LUO De-jiang~(1,2),LIU Cheng~1,YANG Wei~1(1.College of Information Management,Chengdu University of Technology,Chengdu 610059,China;2.The Key Laboratory of Mathematical Geology in Sichuan Universities and College,Chengdu 610059,China;3.Institute of Sedimentary Geology,Chengdu 610059,China;4.Sichuan Agricultural University,Dujiangyan 611830,China);A method of multiple blind separation based on ICA[J];Progress in Geophysics;2010-03
10 Guo Ke,Chen Ling,Chen Hui,Yang WeiKey Laboratory of Mathematical Geology in Sichuan,Chengdu University of Technology,Chengdu 610059,China;The method of seismic random noise blind separation based on JADE[J];Earth Science Frontiers;2011-03
China Proceedings of conference Full-text Database 5 Hits
1 Lu Ruhua,Yang Shengyue,Fan Xiaoping School of Information Science & Engineering,Central South University,Changsha 410083,P.R.China;A Continuous Gaussian Mixture HMM Based Acoustic Fault Diagnosis Scheme for Bearings[A];[C];2007
2 C.C.Wang 1*,C.Y.Wu 1,C.H.Ko 2,CHEN-SEN OUYANG 3,C.C.Chao 4 1 Steel&Iron Research&Development Department,China Steel Corporation.2 Plant Engineering&Maintenance Department,China Steel Corporation.3 Department of Information Engineering,I-Shou University,Kaohsiung Country,"Taiwan R.O.C." 4 National Instruments,Taiwan;Diagnosis of impact-induced machinery failures of the main drive system in slab sizing process[A];[C];2010
3 ;ISO10816-3 Based on Artificial Immune System[A];[C];2010
4 Hao Zhihua Wang Yanru (Tangshan College,Tangshan 063000);A FAULT FEATURE EXTRACTION METHOD BASED ON FRACTAL IMAGE[A];[C];2008
5 Zhou Funa1, Wen Chenglin2,Chen Zhiguo 1. Computer & Information Engineering School,Henan University, Kaifeng, 475004, China2.Institute of System Modeling & Control,Hangdian University;Hangzhou,310018, China;A Multi-model Anomaly Detection Method[A];[C];2013
【Secondary Citations】
Chinese Journal Full-text Database 1 Hits
1 WU Xiaopei, FENG Huanqing, ZHOU Heqin, et al.Department of Electronic Science and Technology, USTC, Hefei\ 230026;Independent Component Analysis and Its Application for Preprocessing EEG[J];Beijing Biomedical Engineering;2001-01
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved