Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Beijing Institute of Technology》 2004-01
Add to Favorite Get Latest Update

Independent Component Analysis and Its Application in the Estimation of Event Related Potentials (ERP)

WEI Li-guo~1,LI Xue-en~2,LIANG Miao~1(1.Department of Electronic Engineering, School of Information Science and Technology, Beijing Institute of Technology, Beijing100081, China; 2.Institute of Automation, Chinese Academy of Sciences, Beijing100080, China)  
Independent component analysis (ICA) is a novel blind source separating method, which can extract individual signals from mixtures of signals. According to the peculiarities of electroencephalogram (EEG) and event related potentials (ERP), a fast algorithm based on separating characters of ICA is used to extract the useful information of ERP from EEG. A brief illustration of the basic principles and common criteria of ICA is first given, together with explanations of the ICA algorithm. ICA is then applied in the separation of simulated data set and extracting ERP from EEG. Satisfactory results obtained in both aspects illustrate the performance and validity of the algorithm.
【Fund】: 国家体育总局资助项目(2001)
【CateGory Index】: TP399
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 2 Hits
1 MA Yingying,ZHANG Jingzhou, WU Jiang College of Automation,North Western Polytechnical University,Xi’an 710072;The modern processing method of EEG signal[J];Beijing Biomedical Engineering;2007-01
2 GUO Hui (School of Mathematics and Computer Science,Ningxia University,Yinchuan 750021,China);Research on Process Monitoring Method Based on Independent Component Analysis[J];Computer Knowledge and Technology(Academic Exchange);2007-14
【Citations】
Chinese Journal Full-text Database 4 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
2 WANG Ze, ZHU Yisheng, WANG Ziming, ZHANG Hongxuan Department of Biomedical Engineering, SJTU 200030;Independent Component Analysis and its Application to Overlapping Speech Pitch Extraction and Speech Enhancement[J];Beijing Biomedical Engineering;2001-04
3 Qi Chun 1 Liang Dequn 2 Jiang Xuefeng 1 1(School of Electronic and Information Engineering, Xi'an Jiaotong University, Xi'an 710049) 2(Information School, Dalian Maritime University, Dalian 116026);Adaptive Moving Averaging Based Estimation of Single Event Related Potentials[J];Journal of Biomedical Engineering;2001-01
4 Zhou Weidong Yin Lixin Wang Zhaojun (Department of Electronics,Shangdong University,Jinan 250100);Study of EEG Processing System and EEG Wavelet Transform[J];Journal of Biomedical Engineering;2001-02
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 WU Xiao-pei 1,2 ,ZHANG Dao-xin 1 (1.The Key Laboratory of Intelligent & Signal Processing of Ministry of Education, Anhui University,Heifei 230039,China;2.School of Information Science and Technology, USTC, Hefei 230026,China);Removal of artifacts from EEG based on multivariate analysis[J];Journal of Anhui University(Natural Sciences);2002-04
2 Anhui Provincial Hospital ,Hefei 230001,AnhuiZHUANG Hong-xia,JIN Yu-ping,OU-Yang Ai-qun;Application of center neurological monitoring unit on nursing patients with severe craniocerebral injury[J];Journal of Anhui Health Vocational & Technical College;2006-06
3 ZHAO Ming,SUN Su-xin(Department of Pediatrics,Fuyang People's Hospital,Anhui 236004,China);Application and study of brainstem auditory evoked polentials in neonatal hyperbilirubinemia[J];Anhui Medical and Pharmaceutical Journal;2007-12
4 TONG Jian-bing,WANG Xiao-yan,GAO Ning-bin(Department of Neurology,the First Affiliated Hospital of Anhui College of Traditional Chinese Medicine,Anhui Hefei 230031,China);Change of P300 in Hepatolenticular Degeneration Patients with Treatment Combining Traditional Chinese and Western Medicine[J];Journal of Anhui Traditional Chinese Medical College;2007-06
5 WANG Xiu-min,SUN Da-shan(Electromyography Room,Suzhou Municipal Hospital,Anhui 234000,China);Value of diagnosis and treatment visual evoked potential in patients with optic nerve contusion following ocular damage[J];Journal of Bengbu Medical College;2008-01
6 Liu Jinhong,Wang Yonghua,Zhao Jinxiao,et al Zhejiang College of TCM,Hangzhou(310053);Experimental Study on the Prevention and Treatment Effects of Tiangu Granule on Noise-induced Hearing Loss[J];Journal of Zhejiang College of Tcm;2004-01
7 LI Ting, QIU Tianshuang, NIU Jie. School of Electronic and Information Engineering, Dalian University of Technology, Dalian,Liaoning 116024;The Development of Independent Component Analysis and its Application in Brain Signals[J];Beijing Biomedical Engineering;2005-03
8 LI Xiaoou, FENG Huanqing. Institute of Biomedical Engineering, University of Science and Technology of China, Hefei 230026;Extraction of Event-Related Potential Based on Wavelet Transformation and Blind Source Separation[J];Beijing Biomedical Engineering;2005-04
9 Pan Ying-fu et al;Studies of Segmental Somatosensory Evoked Potentials on Patients with Lumbar Disc Herniation and Spinal Canal Stenosts[J];Beijing Medical Journal;1990-04
10 Chen Kui,Pan Yingfu,Tie Yanmei,et al (Department of Neurology, Beijing Friendship Hospital,Beijing 100050);The single-trial of visual evoked potential and the preliminary study on feasibility in clinical practice[J];Beijing Medical Journal;2003-03
China Proceedings of conference Full-text Database 2 Hits
1 Xu Hong, Li Meishan, Xu Fei, et al. Department of Neurology, First Affiliated Hospital of Kunming Mecical College, Kunming 650032;Examination of event related potential and evaluation to emotional disorder in multiple sclerosis[A];[C];2005
2 TANG Qi-sheng,XIE Li-jun,HUO Ai-rong. (The Dongfang Hospital of Beijing University of TCM,Beijing 100078,China);A comparative study of brain evoked potentials in depression disease patients treated by traditional Chinese medicine[A];[C];2006
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 Liu Xiaoyu , Jiang Dazong, Tao Weizong (Bionedical Engineering Research Institute,Xi'an Jiaotong University ,Xi'an 710049);Feasibility Study on Application of Correlation Dimensionin Clinical EEG Signal Analysis[J];BEIJING BIOMEDICAL ENGINEERING;1997-01
2 Meng Xin, Ouyang Kai (Capital University of Medical Sciences, Beijing 100054);Several Nonlinear Dynamic Methods of EEG Signal Analysis[J];BEIJING BIOMEDICAL ENGINEERING;1997-03
3 MENG Ji-cheng,YANG Wan-lin (College of Electronic Engineering, University of Electronic Science and Technology of China,Chengdu Sichuan 610054, China);Independent component analysis in pattern recognition[J];Computer Applications;2004-08
4 LI Gang~1,WANG Wei~1,ZHANG Sheng~2(1.School of Education Science,Nanjing Normal University,Nanjing Jiangsu 210097,China;2.School of Information Technology,Zhejiang Normal University,Jinhua Zhejiang 321004,China);Application of SVM in EEG signal classification[J];Journal of Computer Applications;2006-06
5 ZHOU Wei dong,LI Ying yuan (School of Inform.Sci.& Eng.,Shandong Univ., Jinan City,Shandong Province 250100,China);NEURAL NETWORKS BASED FIR FILTER DESIGN AND ITS APPLICATION[J];Journal of Shandong University of Technology;2003-01
6 Li Yingyuan Zhou Weidong (School of Information Science and Engineering,Shandong University,Jinan 250100);The Application of Radical Base Function Neural Networks in EEG Modeling[J];Shandong Journal of Biomedical Engineering;2002-02
7 Meng Xin Shao Jie Ou Yangkai (Department of BME,Capital University of Medical Sciences,Beijing 100054) Tan Yuling (Tiantan Neural Surgical Institution,Beijing 100035);APPLYING COMPLEXITY OF EEG SIGNALS TO THE STAGES OF SLEEPING[J];SHANDONG JOURNAL OF BIOMEDICAL ENGINEERING;1998-01
8 GUO Xiao-jing, WU Xiao-pei, ZHANG Dao-xin (Key Lab. of Intelligent Computing and Signal Processing, Anhui University,Hefei AH 230039,China);The application of Independent Component Analysis in the pattern extraction of Mental EEG[J];Microcomputer Development;2002-06
9 Tang,Xiaoqin Dai,Ruyuan;Technique of Cluster analysis in Data mining[J];Control & Automation;2003-01
10 Cui Wan-Zhao Zhu Chang-Chun Bao Wen-Xing Liu Jun-Hua(School of Electronics and Information Engineering, Xi'an Jiaotong University, Xi'an 710049, China);Prediction of the chaotic time series usingsupport vector machines[J];Acta Physica Sinica;2004-10
【Secondary References】
Chinese Journal Full-text Database 1 Hits
1 XIE Hong,LIU Yu-xia,JIN Man,XIA Bin(School of Information Engineering,Shanghai Maritime University,Shanghai 200135,China);Wavelet processing on EEG signal based on DSP Builder[J];Electronic Design Engineering;2009-09
【Secondary Citations】
Chinese Journal Full-text Database 8 Hits
1 YANG Fu sheng,HONG Bo,TANG Qing yu (Dept of Electrical Engineering,Tsinghua University,Beijing 100084,China);Independent component analysis and its BME application[J];FOREIGN MEDICAL SCIENCES BIOMEDICAL ENGINEERING;2000-03
2 Zhou Weidong;Cao Yi;Hu Zhongji Shandong Universty Zhejiang Universty;The Computer Analysis of Influence of Physical Stimulation to EEG Activity in Humans[J];Journal of Biomedical Engineering;1991-02
3 Zhang Yongsheng 1 Liu Aiping 2 Yu Ke 3 1(Department of Computer Science, Wuhan University of Technology, Wuhan 430070) 2(Departemnt of Computer, Luoyang Technology College, Luoyang 471003) 3(Optical Fiber Sensing Research Center, Wuhan Universit;A Wavelet Neural Network Algorithm of EEG Signals Data Compression and Spikes Recognition[J];JOURNAL OF BIOMEDICAL ENGINEERING;1999-02
4 Zhang Zuoseng Chen Weiming(Bioelectronic Engineering Laboratory, University of Science and Technology of China);DEVELOPMENT OF EEG BIOFEEDBACK SYSTEM AND RE-SEARCH OF THE EEG BIOFEEDBACK IN THE ALPHA FRE-QUENCY BAND[J];Acta Biophysica Sinica;1987-02
5 Deng Dong-gao & Peng Li-zhong(Peking University);Wavelets Analysis[J];Advances In Mathematics;1991-03
6 Wang Jianzhong(Department of Mathematics, Wuhan University);Wavelet Theory and Its Applications to Physics and Engineering[J];Advances In Mathematics;1992-03
7 ZHAO Heming; ZHOU Xudong; JIN Yanqing; WENG Guirong(Department of Electronic Engineering, Suzhou University Suzhou 215006)Received Jul. 14, 1997Revised Nov. 25, 1997;Overlapping speech pitch extraction and tone recognition based on wavelet transform[J];Acta Acustica;1999-01
8 Zhou Weidong,Hu Zhongji,Liu Xihan(Shandong University ,Jinan)(Zhejiang University,Hangzhou)(Jinan Central Hospital,Jinan);STUDY ON NEW EEG FEEDBACK AND ITS CLINICAL APPLICATION[J];CHINESE JOURNAL OF BIOMEDICAL ENGINEERING;1995-02
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved