Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Areal Research and Development》 2003-01
Add to Favorite Get Latest Update

The Decision Tree Classification and Its Application in Land Cover

LI Shuang 1,2 , ZHANG Re-xun 1 (1.College of Environment and Planning, Henan University, Kaifeng 475001, China; 2.Department of Geography, Liaocheng Teachers' University, Liaocheng 252059, China)  
Decision tree classification algorithms have significant potential for remote sensing data classification. In this research, three different types decision tree classification (UDT, MDT and HDT) are present. First, the paper discussed the algorithms structure and the algorithms theory of decision tree. Second, decision tree algorithms have been used to play land cover classification from remotely sensed data, and compare the result with conventional statistics classification. The results of this research showed that decision trees have several advantages for remote sensing applications by virtue of their relatively simple, explicit, and intuitive classification structure.
【Fund】: 河南省杰出青年科学基金资助项目 ( 0 0 0 3 992 0 )
【CateGory Index】: TP79
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 YUAN Hua et al(Southwest Forestry University,Kunming,Yunnan 650224);Application of Object-oriented Method in Quick Bird Image Classification[J];Journal of Anhui Agricultural Sciences;2011-10
2 CHENG Bin,JIANG Qi-gang,ZHOU Yun-xuan,ZHAN Shao-binCollege of GeoExploration Science and Technology,Jilin University,Changchun 130026,China;Decision Tree Based on ASTER Image Classification and Its Application[J];Journal of Jilin University(Earth Science Edition);2007-01
3 PAN Chen,DU Pei-jun,ZHANG Hai-rong(China University of Mining and Technology, Xuzhou 221008);Decision tree classification and its application in processing of remote sensing images[J];Science of Surveying and Mapping;2008-01
4 YAN Pei-jie,YU Zi-fan,WANG Yong-jun(School of Remote Sensing and Information Engineering,Wuhan University,Wuhan 430079,China);Research on automatically generation of binary decision classification tree based on spectral information[J];Science of Surveying and Mapping;2009-06
5 WANG Jie,LI Jia-lin(1.Planning Branch of Ningbo National Hi-tech Park,Ningbo 315040,China;2.Faculty of Architectural Engineering and Environment,Ningbo University,Ningbo 315211,China);Spatio-temporal Characteristics and Development Stage of Urbanization Area Growth in Ningbo and Taizhou City Based on RS and GIS[J];Geomatics World;2010-05
6 LI Jia-lin1,ZHU Xiao-hua2,ZHANG Dian-fa1(1.Coastal Resources and Environment Research Center,Ningbo University,Ningbo 315211 China;2.Institute of Geographic Sciences and Natural Resources Research,CAS,Beijing 100101,China);Spatio-temporal characteristics of urbanized area growth and outer spatial form evolution of group port city:Taking Ningbo city as a case[J];Geographical Research;2008-02
7 Weng Yongling1,2 Fan Xingwang1 Hu Wusheng1 Xu Junmin3 Ren Yaqun3(1School of Transportation,Southeast University,Nanjing 210096,China)(2State 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 100101,China)(3 Electric Design Institution of Jiangsu Province,Nanjing 211102,China);Decision tree classification method with QuickBird image applied in electric transmission path design[J];Journal of Southeast University(Natural Science Edition);2010-03
8 LIANG Jing,WU Zhaocong,ZHANG Guifeng (School of Remote Sensing and Information Engineering, Wuhan University, Wuhan 430079,China);Algorithm for Discretization of Remote Sensing Image Attribute Based on Information Entropy[J];Geospatial Information;2006-03
9 LiuLelea,b,WangYunjiaa,b,ChenGuolianga,b,QiaoHaorana,b(a.Jiangsu Key Laboratory of Resources and Environmental Information Engineering,China University of Mining and Technology;b.School of Environment Science and Spatial Informatics,Xuzhou 221008,China);Research of Urban Change Monitoring Based on Multi-source Remote Sensing Data:A Case of Zhengzhou City[J];Areal Research and Development;2010-01
10 LE Tong-chao,CHEN Jie,LUO Cai-lian,TAN Fang-lin,PAN Hui(Fujian Academy of Forestry Sciences,Fuzhou,Fujian 350012,China);Application of decision tree in classifying mangrove natural reserve SPOT image[J];Journal of Fujian Forestry Science and Technology;2008-04
Chinese Journal Full-text Database 3 Hits
1 YANG Cun jian 1,2 ,ZHOU Cheng hu 3 (1.Institute of Remote Sensing Applications, Beijing 100101; 2. Yunnan University, Kunming,650091; 3.LREIS, Chinese Academy of Sciences, Beijing 100101,China);Investigation on Classification of Remote Sensing Image on Basis of Knowledge[J];Geography and Territorial Research;2001-01
2 Chen Shupeng(Institute of Remote Sensing Applications, Chinese Academy of Sciences);Geo-spatial/temporal Analysis in Geo-processing[J];Journal of Remote Sensing;1997-03
3 LUO Jian_cheng+1, ZHOU Cheng_hu+1, YANG Yan+2 (1. Institute of Geographic Sciences and Natural Resources Research LREIS, Chinese Academy of Sciences, Beijing 100101, China;=2. Institute of Environmental Science, Beijing Normal University, Beijing 100875,;ANN Remote Sensing Classification Model and Its Integration Approach with Geo-knowledge[J];Journal of Remote Sensing;2001-02
Chinese Journal Full-text Database 10 Hits
1 SUI Xue-yan1,ZHU Zhen-lin1,ZHU Chuan-bao2,YANG Li-ping1,YAO Hui-min1,GUO Hong-hai1(1.Shandong Institute of Agriculture Sustainable Development,Jinan 250100,China;2.Liaocheng Agro-technical Extension and Service Center,Liaocheng 252000,China);Study on Estimating Wheat Plant Height with MODIS Remote Sensing Data in Shandong Province[J];Shandong Agricultural Sciences;2009-02
2 ZHENG Chang-chun et al(College of Resource and Environment,Xinjiang Agricultural University,Urumqi,Xinjiang 830052);Analysis of Spatio-temporal Changes of Land Use in County Level Based on RS and GIS[J];Journal of Anhui Agricultural Sciences;2008-17
3 LI Hai-bo et al(College of Population Resource and Environment,Shandong Normal University,Jinan,Shandong 250014);Ecological Security Assessment of Sewage Irrigation Area[J];Journal of Anhui Agricultural Sciences;2012-03
4 GU Xiu-lan et al(Hainan University,Haikou,Hainan 570228);Review on the Extracting Methods of Land Use and Cover Based on Remote Sensing Image[J];Journal of Anhui Agricultural Sciences;2012-04
5 ZHU Ai-li,LV Cheng-wen(College of Territorial Resources and Tourism,Anhui Normal University, Wuhu 241003,China);Advances in the Methods of Extracting Urban Impervious Surface Based on Remote Sensing[J];Journal of Anhui Normal University(Natural Science);2010-05
6 ZUO Mian1,2,MA Yong-jun3(1.College of Forestry,Beijing Forestry University,Beijing 100083,China;2.College of Art Design,China Jiliang University,Hangzhou,Zhejiang 310018,China;3.College of Tourism and Resources Management,Zhejiang Normal University,Jinhua,Zhejiang 321004,China);Application of Remote Sensing Technology in the Urban Ecological and Environmental Researches[J];Northern Horticulture;2009-01
7 LIU Feng1,2, ZHANG Ji-xian2, JIN Feng-xiang1, SHAO Fei1,2,ZHANG Heng-tie3 (1. Shandong University of Science and Technology, Qingdao, 266510; 2. Chinese Academy of Surveying and Mapping, Beijing, 100039;3.Tai'an Highway Bureau, Tai'an, 271000);The Original Study on the Current Situation and Methods of Landmark Spectrum[J];Beijing Surveying and Mapping;2005-03
8 Lin Hui; Li Jiping; Ye Guanghua.School of Resources and Environment, Central South Forestry University,Zhuzhou,Hunan, 412066, P. R. China.;Airphoto geometric correction by multinomial method[J];Journal of Beijing Forestry University;2003-02
9 Li Chonggui; Zhao Xianwen. 3S Research Center, Shenzhen Polytechnic College, 518055, P.R.China.;Influence of wavy terrain on Spot5 remote sensing image calibration in forest areas[J];Journal of Beijing Forestry University;2004-02
10 FENG Hai-xia~(1,2,3) FENG Zhong-ke~(1,2) ZHANG Qiu-hong~3 1 Key Laboratory for Silviculture and Conservation of Ministiy of Education,Beijing Forestry University,100083,P.R.China;2 Institute of GIS,RS & GPS,Beijing Forestry University,100083,P.R.China;3 Shandong University of Communication,Jinan,250013,P.R.China.;Route selection of roads in forest area based on 3S.[J];Journal of Beijing Forestry University;2008-S1
China Proceedings of conference Full-text Database 6 Hits
1 MIN Han, LEI Cheng (School of Electronic and Information Engineering, Dalian University of Technology, Dalian, 116023);Neural network model for classification of aerial photograph[A];[C];2002
2 Gao Ji~1 Zhang Heng~2 Wang Li~1 Zhou Yang~2 Liu Lei~1 Liu Yufei~1 (1 China Academy of Space Technology R&D Center,Beijing,100094; 2 Information Engineering University of PLA,450052);A Study on Mars Exploration Database[A];[C];2010
3 Li Xian-hua1,2,Yijin-yuan1,4,Liu Xue-feng1,Gu Peng-shou3,Lin Hui2 1Research center of Remote Sensing and spatial Information Science,Shanghai University,Shanghai(200072) 2Joint Laboratory of Geosciences Information,Chinese Academy of Sciences and The Chinese University of Hong Kong,Hong Kong 3Shanghai Academy of Geological Survey,Shanghai(200072) 4Shanghai Earthquake Administration,Shanghai(200062);“Hu-Xi Fault” Is Found By Remote Sensing[A];[C];2010
4 GUAN Jing-de (Ningxia Yongning agro-meteorological experimentation station 750001);Application of 3S technology in the “Digital Meteorology”[A];[C];2008
5 ;基于知识与监督分类的青南高原植被信息提取[A];[C];2008
6 AN Zhi-hong TIAN Su-rong ZHANG Ze-kai SUN Yong-jun(The College of Information Science & Engineering of Lanzhou University,Lanzhou 730000);Wetlands in the Yellow River source region Automatic Extraction Method Based on ETM+ Image[A];[C];2008
Chinese Journal Full-text Database 10 Hits
1 CAI Wei1,2,GUO Hong-hai2,SUI Xue-yan2,YANG Li-ping2(1.College of Population Resources and Environment,Shandong Normal University,Jinan 250014,China;2.Shandong Institute of Agriculture Sustainable Development,Jinan 250100,China);Technology and Method Study for Extracting Wheat Planting Area Based on Mixed-pixel Decomposition[J];Shandong Agricultural Sciences;2009-05
2 Zhang Guocheng Hu Zhaoling Zhuo Changfen Qian Xiaolong (College of Urban and Environment Sciences, Xuzhou Normal University, Xuzhou 221116,China);Research on Urban Landscape Pattern and Ecological Greenland of Nanjing City by Remote Sensing[J];Anhui Forestry Science and Technology;2006-04
3 Qi Yaming Zhang Jianglong(Anhui Normal University,College of Territorial Resources and Tourism,Wuhu 214000,Anhui);Study and Analysis on Mixed Pixel of Genetic BP Propagation Algorithm[J];Anhui Agricultural Science Bulletin;2007-13
4 GUAN Song et al(College of Resources and Environment,Jilin Agricultural University,Changchun,Jilin 130118);Driving Factors of the Decomposition and Transformation of Soil Organic Matter[J];Journal of Anhui Agricultural Sciences;2006-10
5 ZHANG Xiu-lan et al(Department of Geography,Xingtai College,Xingtai,Hebei 054001);Analysis of the Landscape and Ecology in the Mineral Region of Wuanshi in Hebei Province[J];Journal of Anhui Agricultural Sciences;2007-06
6 JIANG Jin-long et al (Institute of Telemetry Information of City,Faculty of Earth Science,China University of Geoscience,Wuhan,Hubei 430074);Dynamic Change of Wuhan City Expansion Based on RS and GIS[J];Journal of Anhui Agricultural Sciences;2007-16
7 ZHANG Hui et al (Agricultural University of Hebei,Baoding,Hebei 071001);Impact of Land Consolidation on Change of Regional Landscape[J];Journal of Anhui Agricultural Sciences;2007-22
8 YIN Yong-ping et al(Hunan Planning Institute of Land and Resources,Changsha,Hunan 410007);Evaluation of Ecological Carrying Capacity in Changsha-Zhuzhou-Xiangtan Metropolis[J];Journal of Anhui Agricultural Sciences;2009-06
9 YU Jian-guo et al(College of Economics,Tianjin University of Commerce,Tianjin 300134);Research Progress of Ecological Footprint Improved Models[J];Journal of Anhui Agricultural Sciences;2009-08
10 CAI Dong et al(College of Geography and Marine Science,Nanjing University,Nanjing,Jiangsu 210093);Study on Remote Sensing Information Extraction of Aquatic Vegetation Based on Decision Tree[J];Journal of Anhui Agricultural Sciences;2009-16
China Proceedings of conference Full-text Database 1 Hits
1 WEI Feiming~(1)(2)(3) LI Xiaowen~(1)(2) GU Xingfa~(1)(2)(3) YU Tao~(2)(3) SUN Yuan~(2)(3) (1)(College of Automation.University of Electronic Science and Technology of China,Chengdu,610054) (2)(Institute of Remote Sensing Applications.Chinese Academy of Sciences,Beijing,100101) (3)(Demonstration Center of Spaceborn Remote Sensing,National Space Administration,Beijing,100101);Shape-based Classification of“Spectral Similar”Objects in Remote Sensing Image Processing[A];[C];2008
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 Song Xin et al.(School of Environment Science and Spatial Informatics,China University of Mining and Technology,Xuzhou 221008,China);Study on Land Use Dynamic Monitoring by Remote Sensing in Xuzhou City[J];Anhui Agricultural Science Bulletin;2011-09
2 GUAN Feng-ying et al (Key Laboratory of Bamboo and Rattan,International Centre for Bamboo and Rattan,Beijing 100102);Study on the Extraction Methods of Remote Sensing Information of Bamboo Forest[J];Journal of Anhui Agricultural Sciences;2010-08
3 LIU Ge et al (College of Resource and Planning,Liaocheng University,Liaocheng,Shandong 252059);Monitoring on Crop Condition Based on CBERS Image[J];Journal of Anhui Agricultural Sciences;2010-10
4 LIU Lei et al(Key Laboratory of Resources Remote Sensing & Digital Agriculture,Ministry of Agriculture,Beijing 100081);Crops Classification Based on Multi-spectral Image and Decision Tree Method[J];Journal of Anhui Agricultural Sciences;2011-25
5 ZHOU Zhi-qiang YUE Cai-rong * XU Tian-shu LI Yi WANG Xiao-ning(Southwest Forestry University,Kunming Yunnan 650224);Review on Forest Height Estimation Using Remote Sensing[J];Modern Agricultural Science and Technology;2012-02
6 SHI Zhong1,2,CHEN Li-ping2,CHEN Tian-en2 (1.College of Information Technology,Capital Normal University,Beijing 100048;2.National Agricultural Information Engineering Research Center,Beijing 100097);Application Situation and Advance of Decision Tree in Precision Agriculture[J];Northern Horticulture;2011-16
7 TIAN Bo1,ZHOU Yun-xuan1,2,JIANG Yun-an3,HOU Chang-mou41.State Key Laboratory of Estuarine & Coastal,East-China Normal University,Shanghai 200062,China2.College of GeoExploration Science and Technology,Jilin University,Changchun 130026,China3.Middle Southern Institute of Forestry Inventory,Planning and Design,SFA,Changsha 410014,China4.Guangdong Province Forestry Department,Guangzhou 510173,China;Application of ASTER Data for Land-Use Classification in Coastal Area of East Shenzhen[J];Journal of Jilin University(Earth Science Edition);2008-01
8 QIAO Zhen-min,XING Li-xin,LI Miao-miao,DONG Lian-ying,PAN Jun,WANG Hong-h ong,ZHU Ya-jing( College of Geoexploration Science and Technology,Jilin University,Changchun 1 30026,China);Spectral Reconstruction of Remote Sensing Image's Clouds and Its Shadow Coverage[J];Journal of Jilin University(Information Science Edition);2012-01
9 LIU Pei DU Peijun ZHANG Huapeng;Land Surface Temperature Retrieval from ASTER Remote Sensing Image Based on Split-window Algorithm[J];Standardization of Surveying and Mapping;2008-02
10 WANG Wei WANG Yunjia LIAN Dajun ZHAO Yiqing ZHU Yong;Study of Land Use Change in a City Based on Decision Tree[J];Standardization of Surveying and Mapping;2011-01
China Proceedings of conference Full-text Database 4 Hits
1 ZHANG Liang,JIANG Hong-yan,XIN Xian-hui,LI Hai-bin,ZHANG Zheng-yan (Naval Institute of Hydrographic Surveying and Charting,Tianjin,300061);Expert Decision Classification of Beach Based on Spectral Feature[A];[C];2009
2 ZHUANG Chang-wei OUYANG Zhi-yun XU Wei-hua ZHENG Hua WANG Xiao-ke Bai Yang (State Key Laboratory of Urban and Regional Ecology,Research Center for Eco-Environment Sciences,Chinese Academy of Sciences,Beijing 100085,China);The analysis of spatial pattern of ecosystem in Haihe River Basin based on MODIS data[A];[C];2008
3 ZHANG Shou-juan,ZHOU Quan (National Key Laboratory of Science and Technology on Space Microwave Technology,China Academy of Space Technology (Xi'an),Xi'an 710000,Shanxi,China);Spatial Data Mining Decision Tree Algorithm Applied in Remote Sensing Image Classification[A];[C];2010
4 HUANG Wen-yu SHANG Hai-xing (Hydrochina Xibei Engineering Corporation.Xi'an 710065,China);Research on Spectral Match of Hyperspectral Remote Sensing Image Based on Wavelet Transform[A];[C];2013
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Zhu Changqing, Yang Qihe, Zhu Wenzhong (Zhangzhou Institute of Surveying and Mapping,450052) (National Laboratory on Machine Perception, Peking University,100871);REMOTE SENSING RELIEF IMAGE TEXTURE ANALYSIS AND CLASSIFICATION BASED ON WAVELET TRANSFORM FEATURES[J];ACTA GEODAETICA ET CARTOGRAPHICA SINICA;1996-04
2 Li Qingyuan (Research Institute of GIS & Cartography, Chinese Academy of Surveying and Mapping, Beijing, 100039);3D GIS TOPOLOGIC RELATION AND DYNAMIC CONSTRUCTION[J];ACTA GEODAETICA ET CARTOGRAPHICA SINICA;1997-03
4 Yang Leang(Department of Geography and Centre for Environmental Studies, the Chinese University of Hong Kong, Hong Kong);ARTIFICIAL INTELLIGENCE,SPATIAL ANALYSIS, AND SPATIAL DECISION MAKING[J];Acta Geographica Sinica;1997-S1
5 Lu Daren, Wei Chong and Xin Miaoxin(Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing 100029)Feng Shiyong Wang Xiaogang(Institute of Systematical Sciences, Chinese Academy of Sciences);A Universal Regressive Relationship for Ground-Based Microwave Remote Sensing of Atmospheric Precipitable Water Vapor[J];Chinese Journal of Atmospheric Sciences;1993-06
6 Zeng Zhiyuan(Institute of Soil Science, Acadcmia Sinica);A New Method for Extracting Information from Landsat Data[J];;1990-02
7 Li Shukai Xu Chang(Institute of Remote sensing Application, Academla Sinica);GPS Experimental Research in Remote Sensing Information forGround Positioning[J];;1992-02
8 LiXiaowen (InstituteofRemoteSensingApplication ,CAS ,Beijing 10 0 10 1) GaoFeng (NanjingInstituteofGeographyandLimnology ,Nanjing 2 10 0 0 8)WangJindi (InstituteofRemoteSensingApplication ,CAS ,Beijing 10 0 10 1) ZhuQijiang (BeijingNor;Uncertainty and Sensitivity Matrix of Parametersin Inversion of Physical BRDF Model[J];Journal of Remote Sensing;1997-01
9 Qiu Jinhuan (Institute of Atmospheric Physics,Chinese Academy of Sciences,Beijing 100029);Wide-band Extinction Method to Measure Aerosol Optical Depth and its Application[J];Journal of Remote Sensing;1997-01
10 Chen Shupeng(Institute of Remote Sensing Applications, Chinese Academy of Sciences);Geo-spatial/temporal Analysis in Geo-processing[J];Journal of Remote Sensing;1997-03
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved