Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Jilin University(Earth Science Edition)》 2007-01
Add to Favorite Get Latest Update

Decision Tree Based on ASTER Image Classification and Its Application

CHENG Bin,JIANG Qi-gang,ZHOU Yun-xuan,ZHAN Shao-binCollege of GeoExploration Science and Technology,Jilin University,Changchun 130026,China  
The autuors present a decision tree based method for an easier and more accurate land-use classification using apparent reflectance values derived from ASTER images.The method starts with the correlation analyses among ASTER bands so that the optimal bands composite is found for best visual interpretation.On the derived image,apparent reflectance values represented,emphasis is paid to the analysis of the spatial and spectral characteristics of various land-use types.Spectral profiles of several typical land-use types are extracted.A decision tree model is established based on given thresholds of the apparent reflectance values.With the model the classification is then performed,associated with an accuracy assessment.The procedures are applied to ASTER images from Beian municipal region of Heilongjiang Province,Northeast China.The classified results show that the decision tree method facilitates the classification effectively.One shortcoming of the method is that some wrong classification may occur in areas where mixed spectra of different land-use types exist.
【Fund】: 中国地质调查局资助项目(1212010510613)
【CateGory Index】: TP751
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 8 Hits
1 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
2 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
3 WANG Ting,ZHOU Ting-gang,WU Zhong-fang(School of Geographical Sciences,Southwest University,Key Laboratory of Eco-environments in Three Gorges Reservoir Region(Ministry of Education),Chongqing 400715,China);Land Use Classification of Remote Sensing Image Based on Knowledge Rules[J];Geography and Geo-Information Science;2008-04
4 YUAN Lin-shan1,2,DU Pei-jun1,2,ZHANG Hua-peng1,2,ZHANG Hai-rong1,2(1.Department of Remote Sensing and Geographical Information Science,China University of Mining and Technology,Xuzhou 221116,China;2.Jiangsu Key Laboratory of Resources and Environmental Information Engineering,Xuzhou 221008,China);CBERS IMAGERY CLASSIFICATION BASED ON DECISION TREE AND DERFORMANCE ANALYSIS[J];Remote Sensing for Land & Resources;2008-02
5 WANG Xun,XU Dan-dan,LI Wen-long(College of Pastoral Agriculture Science and Technology,Lanzhou University;Key Laboratory of GrasslandAgro-ecosystem,Ministry of Agriculture,Lanzhou 730000,China);IMAGE EXTRACTION OF MAQU WETLANDS AND ACCURACY ANALYSIS[J];Remote Sensing for Land & Resources;2009-04
6 Chen Baozheng,Cai Deli,Zhang Youli,Wang Ning (College of Agriculture,Heilongjiang Bayi Agricultural University,Daqing 163319);Classification of TM Image Using Decision Tree[J];Journal of Heilongjiang Bayi Agricultural University;2010-01
7 NA Xiao-dong1,2,ZHANG Shu-qing1,Li Xiao-feng1,2,YU Huan1,2,LIU Chun-yue1,2(1Northeast Institute of Geography and Agricultural Ecology,Chinese Academy of Sciences,Changchun 130012,China;2Graduate University of Chinese Academy of Sciences,Beijing 100049,China);Freshwater marsh wetland information extraction based on QUEST decision tree integrating with multi-source data[J];Chinese Journal of Ecology;2009-02
8 NA Xiao-dong1,2,ZHANG Shu-qing1,KONG Bo1,2,YU Huan1,2,LI Xiao-feng1,2,LIU Chun-yue1,2(1.Northeast Institute of Geography and Agricultural Ecology,Chinese Academy of Science,Changchun 130012,China;2.Graduate School,Chinese Academy of Sciences,Beijing 100049,China);The Extraction of Freshwater Marsh Wetland Information Based on Decision Tree Algorithm——A Case Study in the Northeast of the Sanjiang Plain[J];Remote Sensing Technology and Application;2008-04
【Citations】
Chinese Journal Full-text Database 6 Hits
1 YANG Chang-bao~1,DING Ji-hong~21.College of GeoExploration Science and Technology,Jilin University,Changchun 130026,China2.Center of Computer Commonality Teaching,Jilin University,Changchun 130026,China;Study of Object-Oriented Based Remote Sensing Image Classification[J];Journal of Jilin University(Earth Science Edition);2006-04
2 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);The Decision Tree Classification and Its Application in Land Cover[J];Areal Research and Development;2003-01
3 Guo Wenjuan, Zhang Jiahua(Chinese Academy of Meteorological Sciences, Beijing 100081, China);Extraction of land use classification information of suburb of Nanjing city using ASTER image[J];Transactions of The Chinese Society of Agricultural Engineering;2005-09
4 Zhang Feng Xiong Zhen Kou Ning Experimenter,School of Remote Sensing Information Engineering, Wuhan University,Wuhan 430079,China.;Airborne Hyperspectral Remote Sensing Image Data is Used for Rice Precise Classification[J];Journal of Wuhan University of Technology;2002-10
5 LIANG Ji, WANG Jian, WANG Jian hua (Cold and Arid Regions Environmental and Engineering ResearchInstitute, Chinese Academy of Sciences, Lanzhou 730000, China);Study on Automatic Classification and Accuracy Analysis of Remote Sensing Image Based on SAM[J];Remote Sensing Technology and Application;2002-06
6 ZHAO Ping,FENG Xue-zhi,LIN Guang-fa (Urban & Resources Sciences Department in Nanjing University, Nanjing 210093);The Decision Tree Algorithm of Automatically Extracting Residential Information from SPOT Images[J];Journal of Remote Sensing;2003-04
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 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
2 Feng Zhongke; Meng Xianyu; Han Xichun. College of Resources and Environment, Beijing For.Univ., 100083,P.R.China.;Establishing China's technology system of multiple resolution power in investigation of forest resources.[J];Journal of Beijing Forestry University;2002-Z1
3 Li Jie; Zhu Jinzhao; Zhu Qingke. School of Soil and Water Conservation, Beijing For. Univ., 100083, P.R.China.;A review on niche theory and niche metrics.[J];Journal of Beijing Forestry University;2003-01
4 YE Min-sheng1;GUAN Wen-bin1;WU Bin1;MA Ke-ming2;LIU Guo-hua2;WANG Xi-lin11 Key Laboratory of Soil and Water Conservation and Desertification Combating,Beijing Forestry University,100083,P. R. China2 Research Center for Eco-Envionmental Sciences, Chinese Academy of Sciences, 100085, Beijing, P. R. China.;Niche characteristics of main shrub populations in the arid valley of the Minjiang River,southwestern China.[J];Journal of Beijing Forestry University;2006-01
5 TAN Bing-xiang;LI Zeng-yuan;CHEN Er-xue;PANG Yong;LEI Yuan-cai.Research Institute of Forest Resources Information Technique,Chinese Academy of Forestry,Beijing,100091,P.R.China.;Estimating forest crown closure using Hyperion hyperspectral data.[J];Journal of Beijing Forestry University;2006-03
6 WANG Lei~1;HUANG Hua-guo~2;ZHANG Xiao-li~1;LUO You-qing~1;AN Shu-jie~1.1 Key Laboratory for Silviculture and Conservation,Ministry of Education,College of Natural Resources & Environment,Beijing Forestry University,100083,P.R.China;2 State Key Laboratory of Remote Sensing Science,Institute of Remote Sensing Applications,Chinese Academy of Sciences,Beijing,100101,P.R.China.;RS information extraction techniques of Pinus massoniana forests based on knowledge rules[J];Journal of Beijing Forestry University;2007-03
7 TONG Hui-jie~(1,2);FENG Zhong-ke~1;ZHANG Yan-lin~(1,3).1 Institute of GIS,RS & GPS,Beijing Forestry University,100083,P.R.China;2 China Aero Geophysical Survey & Remote Sensing Center for Land and Resources,Beijing,100083,P.R.China;3 Gansu Forestry Technological College,Tianshui City,741020,P.R.China.;Difference analysis among tree species in remote sensing image spectra.[J];Journal of Beijing Forestry University;2007-S2
8 Duan Sibo Yan Guangjian (School of Geography and Remote Sensing Science,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 Key Laboratory of Enviromental Remote Sensing and City Digitalization,Beijing Normal University: 100875,Beijing,China);A REVIEW OF MODELS FOR TOPOGRAPHIC CORRECTION OF REMOTELY SENSED IMAGES IN MOUNTAINOUS AREA[J];Journal of Beijing Normal University(Natural Science);2007-03
9 ZHANG Degang, HU Zizhi(Pratacultural College,Gansu Agricultural University, Lanzhou, Gansu Province 730070, China);Distribution Patterns of the Shrub Population in the Rhododendron Community of Eastern Qilian Mountains[J];Acta Agrestia Sinica;2003-03
10 ZHANG Qiang~1,ZHOU Qiu-sheng~2(1.Faculty of Land and Resource Engineering,Kunming University of Science and Technology,kunming 650093,China;2.Dep.of surveying and Engineering,Heilongjiang Institute Of Technology,Haerbin 150050,China);Remote sensing image classification and study using a kind of fuzzy neural networks[J];Engineering of Surveying and Mapping;2006-05
【Secondary References】
Chinese Journal Full-text Database 4 Hits
1 SONG Wei(Resources and Environmental Sciences College,Northeast Agricultural University,Harbin 150030,China );AN EXPERIMENTAL STUDY OF THE GEOMETRIC CORRECTION METHOD FOR CBERS-02 SATELLITE IMAGE[J];Remote Sensing for Land & Resources;2009-01
2 WANG Ming-chang1,NIU Xue-feng1,YANG Yi-heng2,XING Li-xin11.College of Geo-Exploration Science and Technology,Jilin University,Changchun 130026,China2.College of Science,Beijing Information Science & Technology University,Beijing 100085,China;Simulation and Predicted Research on Changbai Mountain Landscape Pattern Process[J];Journal of Jilin University(Earth Science Edition);2009-05
3 ZHAO Hui1,2,ZHANG Hai-ying2,LI Na-na3,YANG Gui-fang1 (1.School of Earth Sciences and Resources,China University of Geosciences,Beijing 100083;2.Institute of Remote Sensing Application,State Key Laboratory of Remote Sensing Science,CAS,Beijing 100101;3.China University of Mining and Technology,Beijing 100083,China);RS-Based Research of Chinese Wetland:Status and Trend[J];Geography and Geo-Information Science;2010-02
4 ZHANG Li(State Key Laboratory of Hydrology-Water Resources,Hohai University,Nanjing 210098);Wetland Information Extraction Combined with Texture Features[J];Remote Sensing Information;2010-03
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 HUANG Lin ri,JIANG Jian jun (Nonferrous Geology Survey Bureau of Jilin Province, Changchun 130021,China);STUDY OF THE REMOTE SENSING INFORMATION EXTRACTION AND GOLD ORE PROSPECTING IN LIUHE DISTRICT[J];Journal of Changchun University of Science and Technology;2002-04
2 ZHANG Tong~1,MEI An-xin~2,CAI Yong-li~2 (1.Department of Environmental Science, East China Normal University, Shanghai 200062, China; 2.Department of Geography, East China Normal University, Shanghai 200062, China);Application of SPOT Remote Sensing Image in Landscape Classification of Chongming Dongtan[J];Urban Environment & Urban Ecology;2004-02
3 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
4 LIU Zhiwu, DANG Anrong, LEI Zhidong, HUANG Yugang(Tsinghua University, Beijing 100084);A Retrieval Model of Land Surface Temperature With ASTER Data and Its Application Study[J];Progress In Geography;2003-05
5 Xu Xueren (Beijing Institute of Remote Sensing Information) Wan Qing (Institute of Geography, Chinese Academy of Sciences, Beijing 100101);A QUANTITATIVE STUDY ON SPATIAL DISTRIBUTION OF RURAL SETTLEMENT IN FLOODPLAINS AND DISCUSSION OF ITS APPLICATION[J];GEOGRAPHICAL RESEARCH;1997-03
6 SUN Ze~1, BAI Zhi-qiang~1, FAN Guang-ming~2, SHI Bin~2 1.Faculty of Earth and Space Sciences, Peking University, Beijing100871, China 2.Faculty of Earth Sciences, China University of Geosciences, Wuhan430074, China;Application of Decision Tree Method in Remote Sensing Geological Mapping[J];;2004-06
7 WANG Chunlan, CHEN Jianfei( College of Geographical Sciences, Fujian Normal University, Fuzhou 350007, China );Extracting the Information of Concrete/Urban Development from High Spectrum Resolution Image of ASTER[J];Geo-information Science;2004-02
8 Fang Shibo 1,Pan Jianjun 1and Chen Caihong 2 ( 1College of Resource and Environmental Sciences, 2College of Land Management, Nanjing Agric Univ,Nanjing 210095);Dynamic monitoring of town extension by using TM and SPOT remotely sensed data[J];Journal of Nanjing Agricultural University;2000-03
9 LIU Yong-mei, YANG Qin-ke, WEN Zhong-ming (1. Department of Urban and Resource Sciences , Northwest University, Xi'an 710069, Shaanxi Province, China; 2. Institute of Soil and Water Conservation, Chinese Academy of Sciences and Ministry of Water Resources, Yangling 712100, Shaanxi Province, China);Remote Sensing Classification Method in Complicated Terrain Area - Taking the Loess Plateau As an Example[J];Bulletin of Soil and Water Conservation;2003-04
10 YANG Cun\|jian (Institute of Remote Sensing Applications, The Chinese Academy of Sciences Beijing 100101 China) ZHOU Cheng\|hu (Institute of Geography and Resources,LREIS, The Chinese Academy of Sciences Beijing 100101 China);Extracting Residential Area from TM Image on the Basis of Knowledge Discovered[J];Remote Sensing Technology and Application;2001-01
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved