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《Science of Surveying and Mapping》 2014-01
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Vegetation classification technology of hyperspectral remote sensing based on decision tree tool

HE Cheng;Dong Zhi-hai;ZHANG Si-yu;FENG Zhong-ke;GUO Xiao-xiao;Nanjing Forest Police College;Institute of GIS RS & GPS,Beijing Forestry University;Beijing Institute of Surveying and Mapping;  
In order to express the macroscopic and fuzzy crop planting structure with quantitative,accurate and intuitive description,this paper used the method of integrating the multi-temporal and full-covered MODIS and medium resolution sample TM data,through the human-computer interaction means, which is the combination of analysis of MODIS vegetation indices on the crop growth laws and decision tree classification system.At last,the distribution information of winter wheat,cotton,maize,peanuts,fruit and vegetables which in Heilonggang was extracted successfully.The results showed that the accuracy of classification used by combination of TM images based on decision tree system and MODIS_EVI images could be up to 91.5%,and comparing with traditional image supervised classification results,those of vegetables,wheat,cotton,corn and maize could increase by 13.8%,2.0%,1.3% and 20.5% respectively.
【Fund】: 国家863计划(2009AA12Z327 2008AA121305-4);; 国家科技支撑计划项目(2012BAH34B01);; 北京市自然科学基金项目(09D0297);; 国家自然科学基金(30872038)
【CateGory Index】: Q94-3;TP79
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Chinese Journal Full-text Database 9 Hits
1 HU Jian-ce,WU Guo-pingFaculty of Mechanical & Electronic Information,China University of Geosiences,Wuhan 430074,China);BP neural network based on principle component analysis in multi-spectral remote sensing images classification[J];Science of Surveying and Mapping;2009-03
2 HE Cheng1,FENG Zhong-ke1,YUAN Jin-jun2,WANG Jia1,GONG Yin-xi1,DONG Zhi-hai1,3 1.Institute of GIS,RS & GPS,Beijing Forestry University,Beijing 100083,China 2.Public Safety Institute,Tsinghua University,Beijing 100084,China 3.Beijing Institute of Surveying and Mapping,Beijing 100038,China;Advances in the Research on Hyperspectral Remote Sensing in Biodiversity and Conservation[J];Spectroscopy and Spectral Analysis;2012-06
3 GENG Xiu-Rui, ZHANG Xia, CHEN Zheng-Chao, ZHANG Bing, ZHENG Lan-Fen, TONG Qing-Xi (Laboratory of Remote Sensing Information Science, Institute of Remote Sensing Applications, Chinese Academy of Sciences, Beijing 100101, China);CLASSIFICATION ALGORITHM BASED ON SPATIAL CONTINUITY FOR HYPERSPECTRAL IMAGE[J];Journal Infrared Millimeter and Waves;2004-04
4 MA Xin-lu1,2,REN Zhi-yuan1,WANG Yong-li1 (1.College of Tourism and Environment,Shaanxi Normal University,Xi'an 710062,China;2.Northwest Institute of Nuclear Technology,Xi'an 710024,China);Research on Hyperspectral Remote Sensing Image Classification Based on SAM[J];System Sciences and Comprehensive Studies in Agriculture;2009-02
5 Yan Huimin1,2, Cao Mingkui1, Liu Jiyuan1, Zhuang Dafang1, Guo Jiankun1,2, Liu Mingliang1(1. Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China;2.Graduate School of the Chinese Academy of Sciences, Beijing, 100039, China);Characterizing spatial patterns of multiple cropping system in China from multi-temporal remote sensing images[J];Transactions of The Chinese Society of Agricultural Engineering;2005-04
6 Cai Xueliang1,2,Cui Yuanlai1 (1.State Key Laboratory of Water Resources and Hydropower,Wuhan 430072,China;2.International Water Management Institute,Colombo 20075,Sri Lanka);Crop planting structure extraction in irrigated areas from multi-sensor and multi-temporal remote sensing data[J];Transactions of the Chinese Society of Agricultural Engineering;2009-08
7 Hao Weiping1,2,Mei Xurong1,2,Cai Xueliang3,Du Jiantao1,2,Liu qin1,2 (1. Institute of Environment and Sustainable Development in Agriculture,CAAS Beijing 100081; 2. Key laboratory of Dryland Agriculture,MOA,Beijing 100081; 3. International Water Management Institute,Southern Africa Office,Private Bag X 813,Silverton,0184,Pretoria,South Africa.);Crop planting extraction based on multi-temporal remote sensing data in Northeast China[J];Transactions of the Chinese Society of Agricultural Engineering;2011-01
8 He Cheng1,Feng Zhongke1,Yuan Jinjun2,Wang Jia1,Dong Zhihai1,3,Gong Yinxi1(1.Mapping and 3S Technology Center,Beijing Forestry University,Beijing 100083,China;2.Public Safety Institute,Tsinghua University,Beijing 100084,China;3.Beijing Institute of Surveying and Mapping,Beijing 100038,China);Three-dimensional volume measurement of trees based on digital elevation model[J];Transactions of the Chinese Society of Agricultural Engineering;2012-08
9 KE Hua-ming1,CHEN Chao-zhen1,ZHANG Xin-he1,WANG Jin-liang21.Land & Resources Research Center,Mianyang Normal University,Mianyang Sichuan 621000,China;2.College of Tourism and Geographic Science,Yunnan Normal University,Kunming 650092,China;Study on BP Neural Network Classification with Optimization of Genetic Algorithm for Remote Sensing Imagery[J];Journal of Southwest University(Natural Science Edition);2010-07
Chinese Journal Full-text Database 10 Hits
1 CHEN Shu-hui et al(Beijing Oriental TITAN Technology Co.LTD,Beijing 100083);Extraction of Paddy Planting Area Based on Multi-source Remote Sensing Data[J];Journal of Anhui Agricultural Sciences;2011-12
2 CHEN De-rong,TAO Peng,GONG Jiu-lu,FAN Ning-jun(School of Aerospace Science and Technology,Beijing Institute of Technology,Beijing 100081,China);A Fast Classification Method for Hyperspectral Imagery Based on SOFM Neural Network[J];Acta Armamentarii;2009-02
3 LI Zhengguo1,2,TANG Huajun1,2,YANG Peng1,2,,ZHOU Qingbo1,2,WANG Yanglin3,WU Wengbin1,2,YIN He3,ZHANG Li1,2 1.Key Laboratory of Resources Remote Sensing and Digital Agriculture(MOA),Beijing 100081;2.Institute of Agricultural Resources and Regional Planning,Chinese Academy of Agricultural Sciences,Beijing 100081;3.College of Urban and Environmental Sciences,Peking University,Beijing 100871;Identification and Application of Seasonality Parameters of Crop Growing Season in Northeast China Based on NDVI Time Series Data[J];Acta Scientiarum Naturalium Universitatis Pekinensis;2011-05
4 CHI Zhi-feng,YANG Xian-wu(College of Urban and Environment Science,Xinyang Normal University,Henan Xinyang 464000,China);Geographic information prediction based on RBF neural network optimized by improved particle swarm algorithm[J];Science of Surveying and Mapping;2012-03
5 WANG Li-hui1,2,HUANG Jin-liang1,SUN Jun-ying1,2(1.Institute of Geodesy and Geophysics,Chinese Academy of Sciences,Wuhan 430077,China;2.Graduate University of Chinese Academy of Sciences,Beijing 100049,China);MONITORING FOR MULTIPLE CROPPING INDEX OF CULTIVATED LAND IN CENTRAL CHINA USING TIME SERIES OF MODIS-EVI[J];Resources and Environment in the Yangtze Basin;2010-05
6 ZHANG Liyan,CHEN Derong,LI Shiyi,CAO Xuping(School of Aerospace Science and Technology,Beijing Institute of Technology,Beijing 100081,China);Research on Hyperspectral Imagery Loss Compression Method Based on Low Probability Detection[J];Journal of Projectiles,Rockets,Missiles and Guidance;2008-01
7 YAN Huimin1, 2, LIU Jiyuan1, CAO Mingkui1 (1. Institute of Geographic Sciences and Natural Resources Research, CAS, Beijing 100101, China; 2. Graduate School of the Chinese Academy of Sciences, Beijing 100039, China);Remotely Sensed Multiple Cropping Index Variations in China during 1981-2000[J];Acta Geographica Sinica;2005-04
8 LI Zhengguo 1,2,TANG Huajun 1,2,YANG Peng 1,2,ZHOU Qingbo 1,2,WU Wenbin 1,2,ZOU Jinqiu 1,2,ZHANG Li 1,2,CHANG Hsiaofei 3(1.Key Laboratory of Resources Remote Sensing & Digital Agriculture,Ministry of Agriculture,Beijing 100081,China;2.Institute of Agricultural Resources & Regional Planning,Chinese Academy of Agricultural Sciences,Beijing 100081,China;3.State Key Laboratory of Urban and Regional Ecology,Research Center for Eco-Environmental Sciences,CAS,Beijing 100085,China);Responses of Cropland Phenophases to Agricultural Thermal Resources Change in Northeast China[J];Acta Geographica Sinica;2011-07
9 SONG Chunqiao1,2,YOU Songcai3,KE Linghong1,2,LIU Gaohuan1(1.State Key Lab of Resources and Environmental Information System,Institute of Geographic Sciences andNatural Resources Research,CAS,Beijing 100101,China;2.Graduate University of Chinese Academy of Sciences,Beijing 100049,China;3.Institute of Environment and Sustainable Development in Agriculture;Chinese Academy ofAgricultural Sciences,Beijing 100081,China);Analysis on Three NDVI Time-series Reconstruction Methods and Their Applications in North Tibet[J];Journal of Geo-Information Science;2011-01
10 HE Shou-yin1,ZHANG Li-yan21.Shenlang Electronic Technology Limited Company,Beijing 100011,China;2.The key Lab of Resource Environment and GIS,Capital Normal University,Beijing 100037,China;Research on Image Compression Method Based on Anomaly Detection[J];Chinese Journal of Electron Devices;2008-02
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 YAN Li-ping et al(Hebei College of Administration,Shijiazhuang,Hebei 0500312);Study on Crop Estimation Method Based on SPOT High Resolution Remote Sensing Data[J];Journal of Anhui Agricultural Sciences;2007-23
2 FENG Zhong-ke~(1,2);ZHAO Ying-kun~2;DENG Xiang-rui~2;ZANG Shu-ying~1.1 GIS Laboratory of Harbin Normal University,150080,P.R.China;2 Institute of GIS,RS & GPS,Beijing Forestry University,100083,P.R.China.;Measurement and precision analysis of tree height by 3D forward intersection.[J];Journal of Beijing Forestry University;2007-S2
3 CHEN Bo,ZHANG You-jing,CHEN Liang (College of Water Resource and Environment,Hehai University,Nanjing 210098,China);RS Image classification based on SVM method with texture[J];Engineering of Surveying and Mapping;2007-05
4 ZHANG Ji xian(Chinese Academy of Surveying and Mapping, Beijing 100039, China);Study on change detection framework of land use and land cover by remote sensing[J];Science of Surveying and Mapping;2003-03
5 YANG Fan-lin~~①,LIU Jing-nan~~②,ZHAO Jian-hu~~③,DU Zhi-xing~~①(①Geoinformation Science & college,Shangdong University of Science and Technology,Qingdong economic and technical development area,266510,China;②Presidential Secretariat,Wuhan University,Wuhan,430072,China;③School of Geodesy and Geomatics,Wuhan University,Wuhan,430079,China);Seabed texture classification using BP neural network based on GA[J];Science of Surveying and Mapping;2006-02
6 TAN Kun,DU Pei-jun,ZHENG Hui(Department of Remote Sensing and Geographical Information Science,China University of Mining and Technology,Xuzhou 221008,China;Yanzhou Mining Bureau JiShan Coal Mine,Jining 272043,China);The application and research progress of SVM in spatial information processing[J];Science of Surveying and Mapping;2007-02
7 XIONG Zhen, ZHENG Lan fen, TONG Qing xi (Laboratory of Remote Sensing Information Science,CAS,Beijing 100101,China);Hierachical Neural Network Classification Algorithm[J];ACTA GEODAETICA ET CARTOGRAPHIC SINICA;2000-03
8 Li TianPing~1,Liu Yang~2,Li KaiYuan~2(1.State Key Laboratory of Fire Science,University of Science and Technology of China,Hefei 230027,China;2.School of Environmental Science and Engineering,Southwest Jiaotong University,Chengdu 610031,China);The Application of Optimal Iteration Unsupervised Classification of Remote Sensing Image in Vegetation Classification of Watershed[J];Urban Geotechnical Investigation & Surveying;2008-01
9 XU Chao,ZHU Xiu-fang,PAN Yao-zhong,ZHU Wen-quan,LEI Yan-fei(Key Laboratory of Environment Change and Natural Disaster,Ministry of Education,Beijing Normal University;College of Resources Science & Technology,Beijing Normal University,Beijing 100875,China);Comparison Study on Applications of NDII and NDVI in Information Extraction of Rice[J];Geography and Geo-Information Science;2008-05
10 FANG Xiu-qi~1, 2, WANG Yuan~1, ZHU Xiao-xi~ 1 (1. School of Geography, Beijing Normal University, Beijing 100875, China; 2.Institute of Geographic Sciences and Natural Resources Research, CAS, Beijing 100101, China; 3.School of Environment Science and Technology, Tianjin University, Tianjin 300 072, China);Change of cool summer hazard under an adaptation behavior to the climate warming in Heilongjiang Province, Northeast China[J];Geographical Research;2005-05
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