Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Hydrographic Surveying and Charting》 2006-04
Add to Favorite Get Latest Update

Feature Selection in Hyperspectral Classification Based on Tabu Search Algorithm

YANG Zhe-hai~(1,3),ZHANG Ya-zheng~(2),GONG Da-peng~(3),LI Zhi-xin~(3),HAN Jian-feng~(3)(1.Institute of Surveying and Mapping,Information Engineering University,Zhengzhou,Henan,450052;2.Dalian Naval Academy,Dalian,Liaoning,116018;3.65015 Troops,Dalian,Liaoning,116023)  
In hyperspectral classification,it is necessary to reduce both the number of input dimensionality and maintain the information contained in original hyperspectral data.Based on analyzing the limitations of the traditional dimensionality reduction methods,the paper introduced the Tabu Search into hyperspectral feature selection.Also,the author pointed out that due to the advantage of solving the global optimal problems,Tabu Search algorithm will be widely used in hyperspectral feature reduction.Experimental results demonstrate that Tabu Search is very helpful to achieve good classification performance by selecting the most useful bands which will be used in classifiers.
【Fund】: 国家863计划资助项目(2001AA131090)
【CateGory Index】: P237
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 5 Hits
1 ZHUO Li1, ZHENG Jing2, WANG Fang1,3, LI Xia1, AI Bin1, QIAN Jun-ping1 (1.School of Geography and Planning, Sun Yat-sen University, Guangzhou 510275, China; 2.Guang Dong Climate Center, Guangzhou 510080, China; 3.School of Geographical Sciences, Guangzhou University, Guangzhou 510006, China);A genetic algorithm based wrapper feature selection method for classification of hyper spectral data using support vector maching[J];Geographical Research;2008-03
2 LIN Zhilei,YAN Luming(School of Geographical Sciences,Fujian Normal University,Fuzhou 350007,China);Object Recognition Algorithm and Its Application on Hyperspectral Imagery Based on M-ICA[J];Journal of Geo-Information Science;2011-01
3 WANG Zhe,JIANG Hong,GONG Da-peng,YANG Zhe-hai(65015 Troops,Dalian,Liaoning,116023);An Application-oriented Hyperspectral Classification Scheme[J];Hydrographic Surveying and Charting;2007-05
4 Zhu Haodong1,2 Zhong Yong1,2(1 Chengdu Institute of Computer Application,Chinese Academy of Sciences,Chengdu 610041,China;2 The Graduate School of the Chinese Academy of Sciences,Beijing 100039,China);Feature selection using new document frequency and improved Tabu search[J];Journal of Huazhong University of Science and Technology(Nature Science Edition);2010-02
5 YANG Hua-chao,ZHANG Shu-bi,DENG Ka-zhong,DU Pei-jun School of Environment & Spatial Informatics,China University of Mining & Technology,Xuzhou,Jiangsu 221008,China;Research into a Feature Selection Method for Hyperspectral Imagery Using PSO and SVM[J];中国矿业大学学报(英文版);2007-04
Chinese Journal Full-text Database 3 Hits
1 YANG Zhe-hai~1, LI Zhi-xin~2, HAN Jian-feng~2, GONG Da-peng~2 (1.Institute of Surveying and Mapping,Information Engineering University,Zhengzhou 450052,China; 2.65015 Troops,Dalian 116023,China);The Hughes Phenomenon in Hyperspectral Analysis and the Application of the Lowpass Filter[J];Journal of Institute of Surveying and Mapping;2004-04
2 ZHANG Hongbin \ SUN Guangyu (Computer Institute of Beijing Polytechnic University,Beijing\ 100044);TABU SEARCH ALGORITHM FOR FEATURE SELECTION[J];;1999-04
3 Zhao Chunhui Liu Chunhong(Harbin Engineering University, Harbin 150001);Research and Analysis of Hyperspectral Remote Sensing Image Dimensional Reduction[J];Chinese Space Science and Technology;2004-05
Chinese Journal Full-text Database 10 Hits
1 LI Xi-hai, LIU Dai-zhi, ZHANG Bin, ZHAO Ke(Second Artillery Institute of Engineering, Xi'an, Shaanxi 710025, China);Feature Selection of Seismic Pattern Recognition of Nuclear Explosion Based on Ordinal Optimization[J];Acta Armamentarii;2005-04
2 SUN Ting1,ZHANG Li-chao1, TANG Han-song1,2,ZHAO Peng1,WANG Qing-shan1 (1.Institute of Surveying and Mapping, Information Engineering University, Zheng zhou 450052,China; 2.75235 Troops, Dongguan 523595, China);Research on The Hype rspectral Remote Database Based on Oracle[J];Beijing Surveying and Mapping;2007-02
3 LI Yanqin(Department of Resources and Environmental Geosciences, College of Environmental Sciences, Peking University, Beijing, 100871; The School of Management,Central University for Nationalities,Beijing,100081);A Technique Used in the Identification and Segmentation of Ecotourists: A Case Study of Baihuashan Nature Reserve in Beijing[J];Acta Scicentiarum Naturalum Universitis Pekinesis;2005-06
4 WANG Lian~1, LI Yun~2, WANG Xue-yan~3 (1. Chongqing University of Posts and Telecommunications, Chongqing 400065,P.R.China; 2. Department of Computer,Chongqing University, Chongqing 400044,P.R.China; 3. Center of Operation and Maintenance Chongqing Mobile Company, Chongqing 400044,P.R.China);Study on the model of feature selection from huge feature sets[J];Journal of Chongqing University of Posts and Telecommunications;2005-01
5 ZHANG Ze-fei,XING Li-xin College of GeoExploration Science and Technology,Jilin University,Changchun,130026,China;Application of Texture Feature in Aster Images Classification[J];Journal of Jilin University(Earth Science Edition);2006-S1
6 YANG Xiao-yi,LIU Jia-yong,CHEN Shu-min(Institute of Information & Security, SCU, Chengdu 610064, China);Application of SVM to text categorization[J];Journal of Chengdu University of Information Technology;2005-02
7 WU Zhi-qiang,JU Hui,CAO Shi-mei(Institute of Control Engineering,CUIT,Chengdu 610225,China);Application of improved BP neural network to digit recognition[J];Journal of Chengdu University of Information Technology;2008-06
8 LIU Ji-zhong~1,ZHOU Xiao-jun~1,XIONG Yong~21.College of Mechanical and Energy Engineering of Zhejiang University,Hangzhou 310027,China;2.Institute of Intelligent Information Engineering of Zhejiang University,Hangzhou 310027,China;AIS Hypermutation Algorithm Pattern Recognition and its Application[J];Journal of Transcluction Technology;2005-03
9 GUO Wen1,QIAO Yi-zheng2(1.School of Information and Electronics Engineering,Shandong Institute of Business and Technology,Yantai 264005,China;2.School of Control Science and Engineering,Shandong University,Jinan 250061,China);Application of improved DTLT in color passenger tickets codes segmentation[J];Transducer and Microsystem Technologies;2009-05
10 LIN Ming-hua1,2,XIANG Xia3,WANG Hui4 (1.Hazard Monitoring and Prevention Research Center,Wuhan University,Wuhan 430079,China;2.School of Geodesy and Geomatics,Wuhan University,Wuhan 430079,China; 3.College of Water Conservancy and Hydroelectric Engineering,Sichuan University,Chengdu 610065,China;4.National Quality Supervision and Testing Center of Surveying and Mapping,Chengdu 610081,China);Recognition of piling sound on time-domain[J];Engineering of Surveying and Mapping;2008-03
China Proceedings of conference Full-text Database 10 Hits
1 Liu Tao,Chen Haowen,Wang Shuhong,Li Xiang (School of Electronic Science and Engineering,National University of Defense Technology,Hu Nan Chang sha 410073,China);Recognition of Space Point Targets Based on The IR Multispectral[A];[C];2009
2 Tang Guangfu;Ma Chunshi;Liu Huan;Fu Qiang (ATR Lab,National University of Defense Technology,Changsha,410073);A Valid and Fast Algorithm for Fuzzy Clustering[A];[C];2009
3 Zeng Laibei,Sun Xingming,Xiang Lingyun,and Luo Gang (School of Computer and Communication,Hunan University,Changsha 410082);Steganalysis for Function-Word-Modification-Based Steganography in Text[A];[C];2009
4 WANG Hai-qi, CHEN Wen-han, SUN Zhong (Communication Network Administration Center, Chengdu Military Area, Chengdu 610011,China);The Modern Radar Technique And Outlook[A];[C];2006
5 Zhang Jun Zhang Xiaoxiao Li Dawei (Baicheng Ordnance Test Center of China Baicheng 137001 China);Handwritten Figures Recognition Based on Neural Network Technology[A];[C];2009
6 Li Minshuo (Mathematics and Sciences College Zhejiang Normal University Jinhua Zhejiang 321004 China);The Speech Signal Recognition Based on Bionic Pattern Recognition[A];[C];2009
7 Wu Juan Lu Jianping (School of Electronic & Information Engineering Soochow University suzhou 215021 China);Combination of NMF and Evidence Theory in Multi-sensorInformation Fusion System[A];[C];2009
8 WU Ming-jun1,2 PENG Xian-rong1 ZHANG Qi-heng1 1 The Institute of Optics and Electronics, the Chinese Academy of Sciences, Chengdu 610209, China 2 Graduate School of the Chinese Academy of Sciences, Beijing 100039, China;Color Image Adaptive Clustering Segmentation Based on Principal Component Analysis[A];[C];2007
9 CHEN Wen-cheng (School of Resource and Environment, Quanzhou Normal University, Quanzhou 362000,China);Research of Region Development Decision-Making Method Based on Three Dimensional Appraisal[A];[C];2008
10 YANG Wei-ping1, WANG Wei-hua2, SHEN Zhen-kang1 (1.ATR Key laboratory, School of Electronic Science and Engineering, National University of Defense Technology, Changsha 410073, China; 2.Air Force Equipment Institute, Beijing 100080, China);Infrared features and recognition for target and decoy[A];[C];2006
Chinese Journal Full-text Database 10 Hits
1 CHEN Mi,YI Yao-hua,LIU Zhi-gang,LI De-ren,QIN Qian-qing;Study of Band Selection Methods of Hyperspectral Image Based on Grouping Property[J];Bulletin of Surveying and Mapping;2006-03
2 LI Yi-hua,LIN Wen-nan(College of Electrical and Information Engineering,Changsha University of Science and Technology,Changsha 410076,China);Improved tabu search algorithm based reactive power optimization in regional power grid[J];Journal of Electric Power Science and Technology;2008-02
3 WANG Fang1,2,ZHUO Li2,LI Xia2,XIA Li-Hua1(1.School of Geographical Sciences,Guangzhou University,Guangzhou,Guangdong 510006;2.School of Geography and Planning,Sun Yat-Sen University,Guangzhou,Guangdong 510275);Urban Vegetation Stress Level Monitoring Based on Hyperspectral Feature Selection and RBF Neural Network[J];Scientia Geographica Sinica;2008-01
4 YANG Qing-sheng,LI Xia(School of Geography and Planning,Sun Yat-sen University,Guangzhou 510275,China);Calibrating urban cellular automata using genetic algorithms[J];Geographical Research;2007-02
5 TANG Bohui, JIANG Xiaoguang, TANG Lingli, XI Xiaohuan, DAI Changda(China Remote Sensing Satellite Ground Station, CAS, Beijing 100086, China);The Analysis of the Spectrum-reflecting Characteristics of the Typical Objects along the Beach in Subei Using Hyperion Data[J];Geo-information Science;2004-02
6 ZHOU Yuji,TIAN Qingjiu (International Institute for Earth System Science of Nanjing University,Nanjing 210093,China);Image Quality Evaluation of EO-1 Hyperion Sensor[J];Geo-Information Science;2008-05
7 GE Shao-yun, LIU Zi-fa, YUYi-xin (School of Electrical Engineering, Tianjin University, Nankai District, Tianjin 300072, China);AN IMPROVED TABU SEARCH FOR RECONFIGURATION OF DISTRIBUTION SYSTEMS[J];Power System Technology;2004-23
8 CHEN Gui-hong1,TANG Ling-li2,JIANG Xiao-guang2(1 Beijing Information Resources Management Center,Beijing 100088;China;2 China Remote Sensing Satellite Ground Station,Chinese Academy of Sciences,Beijing 100086,China);Feature selection and extraction of hyperspectral data — Based on HyMap data of Barrax in Spanish[J];Arid Land Geography;2006-01
9 YANG Zhe hai,HAN Jian feng,GONG Da peng,LI Zhi xin;The Development and Application of Hyperspectral-Remote-Sensing Technology[J];Hydrographic Surveying and Charting;2003-06
10 GONG Da-peng~1,LI Zhi-xin~1,HAN Jian-feng~1,YANG Zhe-hai~1,2,ZHANG Ya-zheng~3(1.65015 Troops,Dalian,Liaoning,116023;2.Institute of Surveying and Mapping,Information Engineering University,Zhengzhou,Henan,450052;3.Dalian Naval Academy,Dalian,Liaoning,116018);Hyperspectral Classification and the Utilization of Combined Classifiers[J];Hydrographic Surveying and Charting;2006-05
【Secondary References】
Chinese Journal Full-text Database 2 Hits
1 WANG Yan,SUN Xiang-feng,LI Ming(School of Computer and Communication,Lanzhou University of Technology,Lanzhou 730050,China);Training Method for Support Vector Machine Based on Chaos Particle Swarm Optimization[J];Computer Engineering;2010-23
2 WU Hao1,LI Shijin1,LIN Lin2,WAN Dingsheng1 1. School of Computer and Information Engineering,Hohai University,Nanjing 210098,China 2. Network Information Center,Institute of Water Resources and Hydropower Research,Beijing 100038,China;Multiple-strategy Combination Based Approach to Band Selection for Hyperspectral Image Classification[J];Journal of Frontiers of Computer Science & Technology;2010-05
China Proceedings of conference Full-text Database 2 Hits
1 Wu Shuang,Zhang Yifei,Xiu Fei,Wang Daling,Bao Yubin,and Yu Ge (School of Information Science and Engineering,Northeastern University,Shenyang 110004);An Interest Point Based Feature Extraction Method for Medical Image Classification[A];[C];2007
2 Farhad Samadzadegan, Tahmineh Partovi Deparment of Geomatics, Faculty of Engineering University of Tehran Tehran,Iran;Optimum Band Selection for Hypespectral Imagery based on Ant Colony Optimization[A];[C];2010
【Secondary Citations】
Chinese Journal Full-text Database 8 Hits
1 Wang Xiuhe Tang Renyuan (Shandong University of Technology) (Shenyang Plohtechnic University);The Application of Tabu Algorithm to the Optimization of Automobile Permanent Magnet Starter Motor[J];ELECTRIC MACHINES AND CONTROL;1998-04
2 YOU Dai an,JIANG Ding hua,YU Xu chu (Institute of Surveying and Mapping,Information Engineering University,Zhengzhou 450052,China);Image Classification Using Bayes Approach Supported by GIS[J];Journal of The Pla Institute of Surveying and Mapping;2001-02
3 TANG Jiafu and WANG Dingwei (Department of Systems Engineering, Northeastern University · Shenyang, 110006, P.R.China);Fuzzy Optimization Theory and Methodology: A Survey[J];CONTROL THEORY & APPLICATIONS;2000-02
4 Sun Lixin (Department of Computer Science and Engineering, Harbin Institute of Technology, Harbin 150001) Gao Wen (Institute of Computing Technology, The Academy of Sciences, Beijing 100080);SELECTING THE OPTIMAL CLASSIFICATION BANDS BASED ON ROUGH SETS[J];Pattern Recognition and Artificial Intelligence;2000-02
5 Xie Wei Fan Shuwei Wang Guoliang (Xi'an Jiaotong Univ. , Xi'an 710049);Optimization Design of Rare Earth Permanent Magnet Synchronous Motors—the Improved Multiplier Method[J];Small & Special Machines;1995-05
6 Han Yingtao;Wu Bin(Northwestern Polytechnical University, Xi'an 710072);Variable Frequency Speed Control Equipment of Two-phase Induction Motor[J];SMALL & SPECIAL ELCTRICAL MACHINES;1996-04
7 XIONG Zhen, TONG Qing xi, ZHENG Lan fen (Laboratory of Remote Sensing Information Science, CAS, Beijing 100101);High-Rank Artificial Neural Network Algorithm for Classification of Hyperspectral Image Data[J];JOURNAL OF IMAGE AND GRAPHICS;2000-03
8 Liu Jianping(80809 Unit,the Second Artillery Army)Zhao Yingshi(Graduate School,Academia Sinica,Beijing\ 100039);Methods on Optimal Bands Selection in Hyperspectral Remote Sensing Data Interpretation[J];JOURNAL OF THE GRADUATE SCHOOL ACADEMIA SINICA;1999-02
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved