Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Nuclear Electronics & Detection Technology》 2008-02
Add to Favorite Get Latest Update

Pattern Recognition of Underground Nuclear Explosions and Natural Earthquakes Based on Isomap

QI Wei,LI Xi-hai,LIU Dai-zhi(The Second Artillery Institute of Engineering,Xi'an,710025)  
Feature selection is a very important and difficult problem in pattern recognition of underground nuclear explosions and natural earthquakes.To solve this problem,a new nonlinear dimensionality reduction method of Isomap is applied in this paper,and it is also compared with PCA method by experiments.The result shows that,Isomap effectively reduces the dimensions of the feature space and retains almost all of the information in the raw data(feature space),and consequently obtains higher recognition rate than PCA.
【CateGory Index】: O242.1
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 7 Hits
1 LIU Dai-zhi, SU Juan, WANG Ren-ming, LI Xi-hai, ZHAO Ke(Section 602, The Second Artillery Institute of Engineering, Xi'an, 710025,China);Studies on pattern recognition of nuclear explosion and earthquake[J];Nuclear Electronics & Detection Technology;2005-02
2 Zhan Dechuan and Zhou Zhihua(National Laboratory for Novel Software Technology, Nanjing University, Nanjing 210093);Ensemble-Based Manifold Learning for Visualization[J];Journal of Computer Research and Development;2005-09
3 Zhang Bin Li Xihai Su Juan Liu Daizhi(The Second Artillery Institute of Engineering,Xi'an710025);Recognition of Nuclear Explosion and Natural Earthquake Based on Classifier Ensemble[J];Computer Engineering and Applications;2004-26
4 HOU Yue-xian1,WU Jing-yi2,HE Pi-lian1(1.School of Electronic Information Engineering, Tianjin University, Tianjin 300072, China;2.School of Management, Tianjin University, Tianjin 300072, China);Locally adaptive nonlinear dimensionality reduction[J];Journal of Computer Applications;2006-04
5 WENG Shifeng, ZHANG Changshui, ZHANG Xuegong (Department of Automation, Tsinghua University, Beijing 100084, China);Nonlinear dimensionality reduction in the analysis of high dimensional medical data[J];Journal of Tsinghua University(Science and Technology);2004-04
6 YUAN Yuan~1,2, JI Xinglai~1,3, SUN Zhirong~1,3, LI Yanda~1,2(1. Key Laboratory of Bioinformatics of the Ministry of Education, Tsinghua University, Beijing 100084, China; 2. Department of Automation, Tsinghua University, Beijing 100084, China; 3. Department of Biological Science and Biotechnology, Tsinghua University, Beijing 100084, China);Application of isomap for cluster analyses of gene expression data[J];Journal of Tsinghua University(Science and Technology);2004-09
7 ZHAO Lian-Wei1+, LUO Si-Wei1, ZHAO Yan-Chang2, LIU Yun-Hui1 1(School of Computer and Information Technology, Beijing Jiaotong University, Beijing 100044, China) 2(Faculty of Information Technology, University of Technology, Sydney, Australia);Study on the Low-Dimensional Embedding and the Embedding Dimensionality of Manifold of High-Dimensional Data[J];Journal of Software;2005-08
Chinese Journal Full-text Database 10 Hits
1 WAN Chunhong,SHAO Chao(School of Computer and Information Engineering,Henan University of Finance and Economics,Zhengzhou 450002,China);A New Manifold Learning Algorithm Based on SOM[J];Journal of Beijing Jiaotong University;2009-06
2 HAN Jian-bao, LUO Xiao-jiang(School of Mechanical & Vehicular Engineering,Beijing Institute of Technology,Beijing 100081,China);Perspective of Tank Transmission Failure Symptom Prediction Based on Data Mining[J];Acta Armamentarll The Volume of Tank, Armored Vehicle and Engine;2005-04
3 HUANG Tian-yu,LI Li-jie,HU Xi-sheng(Beijing Key Laboratory of Digital Performance and Computer Simulation,Beijing Institute of Technology,Beijing 100081,China);Motion Capture Data Analysis Based on Sampling-Isomap[J];Transactions of Beijing Institute of Technology;2011-05
4 WU Xiao-ting1,MA Yu-mei2(1.College of Computer and Information Technology,Liaoning Normal University,Dalian Liaoning 116029,China;2.College of Science,Dalian Nationalities University,Dalian Liaoning 116605,China);The Research on the Meaningful Low-Dimensional Embed of High-dimensional Data Manifold[J];Journal of Dalian Nationalities University;2008-05
5 LI Xiao-li1,XUE Qing-fu2(1.Quanzhou Economic and Trade Vocational and Technical College,Quanzhou 362000,China ;2.Quanzhou Medical College,Quanzhou 362000,China);A Comparative Study of Some Manifold Learning Algorithms[J];Computer and Information Technology;2009-03
6 YUAN Li-guo1,TANG Wu-lei2(1.Department of Mathematics,South China Agricultural University,Guangzhou 510642 China;2.Gudong Soft Park,Guangzhou 510663 China);The Research of Nonlinear Dimensionality Reduction with Isomap and C-Isomap[J];Computer Knowledge and Technology(Academic Exchange);2007-04
7 LIU Dai-Zhi~1,ZHANG Bin~1,LI Xi-Hai~1,ZHAO Ke~21 Section 602,the Second Artillery Engineering Institute,Xi'an 710025,China2 High Technology Insitutte of the Second Artillery,Beijing 100085,China;On the feature phase space in the seismic pattern recognition of underground nuclear explosions[J];Chinese Journal of Geophysics;2006-03
8 WANG Kai-jun(School of Mathematics and Computer Science,Fujian Normal University,Fuzhou 350108,China);Clustering Visualization Technology Based on Dimension Reductions[J];Journal of Fujian Normal University(Natural Science Edition);2011-04
9 LIU Wen-li,Lü Shu-long,LIANG Fei-bao(College of Mathematics and Computer Science,Fuzhou University,Fuzhou,Fujian 350108,China);Kernel density discriminant method based on geodesic distance[J];Journal of Fuzhou University(Natural Science Edition);2011-06
10 HUANG Qi-hong,WANG Shuai,LIU Zhao ( College of Electronic Engineering, University of Electronic Science and Technology of China, Chengdu 610054, China );Novel algorithm for estimation of intrinsic dimension in human face images[J];Opto-Electronic Engineering;2007-11
China Proceedings of conference Full-text Database 2 Hits
1 Liu Cui-xiang ,Sun Yi-cai, Zhang Yan,Yu Ming Hebei University of Technology,Department of Information Engineering,Tianjin ,300130 Hebei University of Technology,School of Computer Science and Engineering,Tianjin,300130;Application of Polynomial Fuzzy Matching Based on Three Rulers in Face Recognition[A];[C];2006
2 Dong Guangjun~(1,2) Ji Song~(1,3) Zhu Chaojie~(2,3) (1 State Key Laboratory of Remote Sensing Science,Jointly Sponsored by Beijing Normal University and the Institute of Remote Sensing Applications of Chinese Academy of Sciences Beijing 100080 China; 2 State Key Laboratory of Remote Sensing Science Jointly Sponsored by the Institute of Remote Sensing Applications of Chinese Academy of Sciences and Beijing Normal University Beijing 100080 China; 3 Information Engineering University Institute of Surveying and Mapping Zhengzhou 450052 China );Manifold Learning of LLE for Classification of Hyperspectral Imagery[A];[C];2008
Chinese Journal Full-text Database 10 Hits
1 LI Jin long (Seismological Bureau of Zhejiang Province, Hangzhou 310013, China);Wavelet transform method and its application[J];Earthquake;2001-03
2 Yang Jialiang,Hu Bin,Wang Xiaoshan,Peng Yuanqian,Ran Zhijie,Wen Chao and Diao Guiling(Earthquake Administration of Hebei Province,Shijiazhuang050021);ANALYSIS ON EXPLOSIVE SEISMIC WAVE WITH LARGE YIELD[J];Journal of Geodesy and Geodynamics;2009-01
3 HAN Shao-Qing~1,LI Xi-Hai~1,AN Yue-Wen~2,LIU Dai-Zhi~1 (1.The Second Artillery Institute of Engineering,Xi'an,710025,China; 2.The Second Artillery Accoutering Academe,Beijing,100085,China);A review on the identification of nuclear explosions,chemical explosions and natural earthquakes[J];Progress in Geophysics;2010-04
4 CHENG ZHI-CHEN ZHU CHUAN-CHEN Hu ZUO-CHUN (Institute of Geophysics, Academia, Sinica);DIFFERENCES BETWEEN EXPLOSIONS AND EARTHQUAKES[J];Chinese Journal of Sinica;1975-03
5 MENG HONG-YING(Department of Electronic Engineering, Tsinghua University, Beijing 100084, China)LIU GUI-ZHONG(College of Electronics & Information Engineering, Xi'an Jiaotong University, Xi'an 710049, China);MULTISCALE SEISMIC WAVEFORM INVERSIONBY WAVELET TRANSFORM[J];Chinese Journal of Geophysics;1999-02
6 LI KUN-PENG;LI YAN-DA;ZHANG XUE-GONG (Tsinghua University, Beijing 100084, China);A METHOD TO COMPENSATE EARTH FILTERING BASED ON WAVELET PACKET[J];Chinese Journal of Geophysics;2000-04
7 YANG WEN CAI 1) \ SHI ZHI QUN 2) \ HOU ZUN ZE 3) \ CHENG ZHEN YAN 1) 1) Institute of Geology, CAGS,Beijing,100037,China 2) Encom Tec. Pty Ltd,Milsons Point,NSW 2061,Australia 3) Chinese People′s Armed Police Academy,Langfang,Hebei;DISCRETE WAVELET TRANSFORM FOR MULTIPLE DECOMPOSITION OF GRAVITY ANOMALIES[J];Chinese Journal of Geophysics;2001-04
8 YANG Xuan-Hui 1, SHEN Ping 2, LIU Xi-Qiang 3 , ZHENG Zhi-Zhen 4 1 Institute of Crustal Dynamics, China Earthquake Administration, Beijing 100085, China 2 Institute of Geophysics, China Earthquake Administration, Beijing 100081, China 3 Shandong Provincial Earthquake Administration, Jinan 250014, China 4 The Center of Seismic Data and Information, China Earthquake Administration, Beijing 100045, China;Application of method of spectral component ratio of wavelet-packets to discrimination between earthquakes and nuclear explosions[J];Chinese Journal of Geophysics;2005-01
9 LI Xi-Hai,LIU Gang,LIU Dai-Zhi,QIN Qing-QiangXi'an Research Institute of High Technology,Xi'an 710025,China;Discrimination of nuclear explosions and earthquakes using the nearest support vector feature line fusion classification algorithm[J];Chinese Journal of Geophysics;2009-07
10 HAN Shao-Qing,LI Xi-Hai,LIU Dai-Zhi The Second Artillery Institute of Engineering,Xi'an 710025,China;Feature selection of nuclear explosions and earthquakes based on clonal selection principle[J];Chinese Journal of Geophysics;2010-08
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 ZHONG Fang qing 1,JIN Ping 1,LI Xiao lan 1,PAN Wen gen 2,XIAO Wei guo 1,WANG Jun 1 (1.Northwest Institute of Nuclear Technology,Xi′an 710024,Shanxi,China; 2.Air Forced Logistic College,Xuzhou 221000,Jiangshu,China);Seismic Wave Simulations and Seismic Functions for Underground Explosions[J];Explosion and Shock Waves;2001-01
2 SHEN PING (Institute of Geophysics, SSB, Beijing 100081, China)ZHENG ZHI-ZHEN(Center of Seismic Data and Information, SSB, Beijing 100045, China);APPLICATION OF TRANSIENT SPECTRUM TODISCRIMINATION OF NUCLEAREXPLOSIONS ANDEARTHQUAKES[J];Chinese Journal of Geophysics;1999-02
3 Liu Xianlun(Seismic Station of Ufumuqi ,Xinjiang Uygur Autonomous Region 830017,China);Discussion on a method of identifying nuclear explosions andearthquakes using single station data[J];SEISMOLOGICAL AND GEOMANGNETIC OBSERVATION AND RESEARCH;1995-03
4 Wei Fusheng Li Ming (Institute of Geophysics, China Seismological Bureau, Beijing 100081, China);CEPSTRUM ANALYSIS OF SOURCE CHARACTER[J];Acta Seismologica Sinica;2003-01
5 Liu Daizhi; Zou Hongxing;Zhao Ke and Su Juan(Second Artillery Institute of Engineering, Xi'an 710025);Attractor Analysis in Seismic Pattern Recognition of Nuclear Explosion[J];Acta Electronica Sinica;1997-10
6 ZHAO Ke 1, LIU Dai zhi 1, MU Xiao dong 1,YANG Yong hua 2 1The Second Artillery Institute of Engineering, Xian 710025; 2Institute 54,Headquarters of the General Staff,Beijing 100083;Feature extraction on time-frequency plane for seismic pattern recognition of nuclear explosion[J];NUCLEAR ELECTRONICS & DETECTION TECHNOLOGY;2000-04
7 LIU Daizhi, WANG Renming, MUO Xiaodong(Section 602,The Second Artillery Engineering Institute, Xi'an of Shaanxi Prov.710025, China) ;A project of space-based detection for nuclear explosion[J];Nuclear Electronics & Detection Technology;2003-04
8 Liu Daizhi Zou Hongxing Wei Yinkang Zhao Ke(103 Section, The Second Artillejry Institute of Engineering, Xi′an,710025);On Automatic Pattern Recognition of Underground Nuclear Explosion[J];NUCLEAR ELECTRONICS & DETECTION TECHNOLOGY;1998-01
9 Hou Yuexian, Ding Zheng, and He Pilian (Department of Computer Science and Technology, Tianjin University, Tiangjin 300072);Self-Organizing Isometric Embedding[J];Journal of Computer Research and Development;2005-02
10 ZHANG Hongbin \ SUN Guangyu (Computer Institute of Beijing Polytechnic University,Beijing\ 100044);TABU SEARCH ALGORITHM FOR FEATURE SELECTION[J];;1999-04
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved