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《Journal of Beijing Forestry University》 2003-04
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Forest vegetation classification of TM images using artificial neural network

Wang Renhua; Huo Hongtao; You Xianxiang. School of Resources and Environment,Beijing For. Univ., 100083, P. R. China.  
The authors studied the forest vegetation classification of TM images with the error back propagation(BP) model. Eight main vegetation types were classified, the classification of various conifer tree species with similar spectral characteristics was the key part of the research. Because of the evident vertical distribution of the vegetation in Helan Mountain, northwest China, the elevation data were imported to the error back propagation model as a separated channel with the parallel distributed structure of the model. The elevation channel, combining with the three multi spectral channel, could improve the classification accuracy. Compared with the accuracy of the maximum likelihood classifier, the classification accuracy of spruce, pine and larch with error back propagation model was increased by 27 5%. The BP model also improved the accuracy of the same deciduous tree species with different spectral values.
【Fund】: 国家自然科学基金“宁夏贺兰山森林岛景观格局动态变化及对环境的影响”资助项目
【CateGory Index】: TP79
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【References】
Chinese Journal Full-text Database 10 Hits
1 ZHANG Peng-tao et al(Agricultural University of Hebei,Baoding,Hebei 071001);Application of the Artificial Neural Network in the Study on Agro-natural Resources[J];Journal of Anhui Agricultural Sciences;2007-27
2 LI Shi-ming1;WANG Zhi-hui1,2;HAN Xue-wen3;JIA Ke4.1 Institute of Forest Resource Information Techniques,Chinese Academy of Forestry,Beijing,100091,P.R.China;2 College of Geoscience and Surveying Engineering,China University of Mining & Technology (Beijing),100083,P.R.China;3 Development Center of Science and Technology,State Forestry Administration,Beijing,100714,P.R.China;4 Information Technology Department,University of International Relations,Beijing,100091,P.R.China.;Overview of forest resources change detection methods using remote sensing techniques[J];Journal of Beijing Forestry University;2011-03
3 YE Xin1,2,ZHOU Hua-kun1,ZHAO Xin-quan1,WEN Jun1,2,CHEN Zhe1,2,DUAN Ji-chuang1,2(1.Northwest Institute of Plateau Biology,Chinese Academy of Sciences,Qinghai Xining 810008,China;2.Graduate University of Chinese Academy of Sciences,Beijing 100049,China);Review on grassland ecosystem health[J];Pratacultural Science;2011-04
4 XU Xinliang, CAO Mingkui( Institute of Geographic Sciences and Natural Resources Research, CAS, Beijing 100101, China );An Analysis of the Applications of Remote Sensing Method to the Forest Biomass Estimation[J];Geo-Information Science;2006-04
5 Li Liangcai;Zhang Xiaoli;Guo Hang;Key Laboratory for Silviculture and Conservation of Ministry of Education,Beijing Forestry University;;Vegetation Extraction in SPOT5 Image with SVM Method[J];Journal of Northeast Forestry University;2014-01
6 Li Shiping et al.;Application of the Artificial Neural Network in Remote Sensing Image Processing[J];Mine Surveying;2007-03
7 Wang Lihai Zhao Zhengyong (Northeast Forestry University Harbin150040);Automatically Classifying and Identifying the TM Remote Sensing Images of Forest Mixed with Conifer and Broadleaves Using Improved BP ANN[J];Scientia Silvae Sinicae;2005-06
8 CHEN Ke,PENG Zhi-ping,KE Wen-de(Department of Computer Science and Technology Guangdong University of Petrochemical Technology, Maoming Guangdong 525000,China);Remote Sensing Image Classification Based on Improvement of Neural Network HSV Modle[J];Computer Simulation;2013-01
9 CHEN Bangqian2,XIE Guishui2,WANG Jikun2,WU Zhixiang2,CAO Jianhua1 1 Key Laboratory of Practical Research on Tropical Crops Information Technology in Danzhou,Hainan571737,China; 2 Key Laboratory of Rubber Biology,Ministry of Agriculture;Danzhou Key Field Station of Observation and Research for Tropical Agricultural Resources and Environment,Ministry of Agriculture;Rubber Research Institute, Chinese Academy of Tropical Agricultural Sciences,Danzhou,Hainan 571737,China;Estimation of Rubber Plantation Age Using Statistical and Artificial Neutral Network Approaches with Landsat TM Data[J];Chinese Journal of Tropical Crops;2012-01
10 Guo Hang Zhang Xiaoli(The Key Laboratory for Silvicuture and Conservation of Ministry of Education,Beijing Forestry University,Beijing 100083,China);Current Status and Developing Trend in Vegetation Classification Based on RS Technology[J];World Forestry Research;2007-03
【Citations】
Chinese Journal Full-text Database 1 Hits
1 Huo Hongtao; Wang Renhua; You Xianxiang. College of Resources and Environment, Beijing For. Univ., 100083, P. R. China.;Vegetation classification of TM imagery using ancillary data.[J];Journal of Beijing Forestry University;2001-02
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 DAN Danhui1,HE Guanghan2(1.College of Civil Engineering,Tongji University,Shanghai200092,China;2.Dept.of Civil Eng.,Southwestern Jiaotong University,Chengdu610031,China);Analysis of load identfication for itelligent bridge structure based on neural network methods[J];Building Science Research of Sichuan;2002-04
2 WANG Qian~1,JIANG Linhua~2,ZHANG Jingfeng~3,XU Haiqun~4(1.Lianyungang Technical College,Lianyungang 222006,China;2.Hohai University,Nanjing 210098,China;3.Lianyungang Test,Lianyungang 222003,China;4.Lianyungang Water Bureau,Lianyungang 222000,China);Application of fuzzy neural network in strength prediction of fly ash concrete[J];Sichuan Building Science;2006-06
3 LIU Qingfeng,YIN Jiuren(Institute of Fundamental Mechanics & Material Engineering,Xiangtan University,Xiangtan411105,China);Status quo and prospects of the neural network intelligence and ability diagnosis in concrete structure[J];Sichuan Building Science;2007-01
4 ZHANG Tong1,WANG Jianping1,MENG Gaiyang2(1.School of Civil Eng.,Xi'an Univ.of Arch.& Tech.,Xi'an 710055,China;2.Finance Department of Xi'an Univ.of Arch.& Tech.,Xi'an 710055,China);Applied research of different-causations-same-result-combination neural network in the project cost[J];Sichuan Building Science;2009-02
5 Ni Zhiwei (Dept.of computer,Anhui University,Hefei 230039);Deep study on Activation Function in BP Network[J];Journal of Anhui University(Natural Sciences);1997-03
6 ZHOU Ming-zheng(Computer Science and Engineering Department,Anhui Insititute of Mechanical and Eleetrical Engineering,Wuhu 241000, China);The application of neural network in contral system[J];JOURNAL OF ANHUI INSTITUTE OF MECHANICAL AND ELECTRICAL ENGINEERING;2000-02
7 Zhang Jiubiao (Bengbu Medical College Bengbu 233003) Zhao Yun (Anhui Institute of Mechanical and Electrical Engineering Wuhu 241000);On an Improved Constraint Satisfaction Model[J];JOURNAL OF ANHUI INSTITUTE OF MECHANICAL AND ELECTRICAL ENGINEERING;1997-04
8 Chen Gang (Information computer center of financial tax, Anhui province, Hefei, 230061) Lin Qingming (Bank of construction of Huaibei, Huaibei, 235000);THE NEURAL NETWORK APPLYING MANY KINDS OF DISCERNMENT QUESTONS FOR THE VALID WAY[J];JOURNAL OF ANHUI INSTITUTE OF ARCHITECTURE;1999-03
9 HU Jun, WANG Zhong-ming, FANG Gao-ni (1.Dept. of Civil Engineeering, Anhui Institute of Architecture & Industry, Hefei, 230022, China; 2.School of Civil Engineering, Hefei University of Technology, Hefei, 230009, China);Forecast and control on temperature of massive concrete based on the irn model with the error unit[J];Journal of Anhui Institute of Architecture;2005-01
10 HUANG Chun-mei(The Road & Bridge Company in Chuzhou,Chuzhou 239000,China);The application of neural network method in construction control for long-span continual bridge[J];Journal of Anhui Institute of Architecture & Industry(Natural Science);2006-06
China Proceedings of conference Full-text Database 10 Hits
1 Zhang Juan,Chen Jie,Duan Mei Department of Automatic Control,School of Information Science Technology,Beijing Institute of Technology,Beijing 100081,P.R.China;Track Correlation for Multisensor System based on NN and General Classical Assignment Algorithm[A];[C];2008
2 Sui Jinxue,Yang Li,Hua Zhen,Zhang Xin School of Information and Electronics Engineering Shandong Institute of Business and Technology,Yantai 264005,P.R.China;Application of Improved BP Network in Flame Burning Condition Recognition[A];[C];2008
3 DONG Guihong, WANG Shengnian, FAN Zhihong, XIONG Jianbo (Engineering Technology Research Co. Ltd.of CCCC Fourth Harbor Engineering Co., Ltd., Guangzhou 510230, China);Application of IMSL C# Numerical Library to Concrete Technology[A];[C];2010
4 Yingyang Lu,Boxi Wu,Shenchu Xu,Zhenxiang Chen,Jianyong Chen Department of Physics,Xiamen University,Xiamen,Fujian,361005;About the Initialization of BP Neural Network[A];[C];1999
5 Zhu Shuanghe Ma Ling Air Foree Telecommunication Engineering Institute,Xi'an,710077;A New Self-organizing Mapping Algorithm for TSP Problem[A];[C];1999
6 Yang Xinguang Zou Kaiqi Basic Sciences Department,Dalian Maritime University,Dalian,Liaoning,116026;Fuzzy Decision-making Based on Neural Networks[A];[C];1999
7 ZHU Shuangdong College of Information Engineering,Fushun Petroleum Institute,Liaoning Fushun 113001 GU Zhongmin Dept.of Internal Medicine,Fushun Central Hospital,Liaoning Fushun 113006 ZHAO Jianguo Dept.of Economic,North-east University of Finance and Economic,Liaoning Dalian 116025;intelligent synthetic diagnoses for jaundice based on neural networks[A];[C];1999
8 SHEN Naiqi LIU Fei LIAN Jianfa (China University of Geosciences,Beijing 100083);APPLICATION OF ARTIFICIAL NEURAL NETWORK TO CALSSIFICATION OF ROCK STABILITY[A];[C];2002
9 ;Internal Model Control of Pneumatic Artificial Muscle Using Echo State Networks[A];[C];2010
10 CHEN Wei-lun,LI Wan-she (College of Mathematics and Information Science,Shanxi Normal University,Xi'an 710062,China);Blending Simulated Annealing Algorithm on TSP[A];[C];2006
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 YE Dong-hai,LIU Ling-bo,DING Da-ke (College of Information Engineering,Nanjing university of Finance&Economics Nanjing 210003);Establish E-commerce Platform Based on Mobile Agent[J];Journal of Anhui Agricultural University;2005-01
2 ZHANG Kai-rong et al (Benxi Meteorological Bureau of Liaoning Province,Benxi,Liaoning 117000);Records and Disaster Assessment of Typhoons in East Hainan Island in Recent 50 Years[J];Journal of Anhui Agricultural Sciences;2010-23
3 shen Bokui and Cao Yue(Nanjing Forestry University);A Report on Occurrence of Pine Wilt Disease in Recent 10 Years and Its Forecast and Countermeasufes[J];JOURNAL OF ANHUI AGRICULTURAL UNIVERSITY;1995-01
4 OUYANG Xin-yu,ZHAO Nan-nan,SONG Lei,XIE Yuan-dan(School of Electronic and Information Engineering,Anshan Institute of I.& S.Technology,Anshan 114044,China);Survey on Image Segmentation[J];Journal of Anshan Institute of Iron and Steel Technology;2002-05
5 LU An-xin 1, CHEN Xian-zhang 1,2, WANG Jian 1, WANG Li-hong 2,WU Li-zong 1 (1.Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou Gansu 730000, China; 2.Gansu Center for Remote Sensing;Monitoring the Ecology and Environment in the Middle Reaches of the Heihe River Using Remote Sensing[J];Journal of Glaciolgy and Geocryology;2002-01
6 HU Guan-jiu~1,BAI Qiu-yong~2,LI Gang~3,CHEN Su-lan~4,ZHOU Chun-hong~5,CHANG Wei-min~6,FAN Di-fu~7,LIAO Qilin~8(1.2.3.4.5.6The Environmental Monitoring Center Of Jiangsu,Nanjing 210036,China;7.8Geological Survey Of Jiangsu,Nanjing 210018,China);A Preliminary Study On The Assessment Of Eco-environment Quality In Jiangsu Eco-model Area[J];North Environment;2005-06
7 Chen Weina,Yu Tao(Environment monitor in Guangzhou City master station,Guangzhou 510030,China);I am Shallow to Say our Country Forest to Plant to be Protected and Can Keep on a Development[J];Environmental Science and Management;2007-07
8 Yin Lianqing,Xie Li(School of Environmental Science and Engineering,North China Electric Power University,Baoding 071003,China);Advances in Assessment of Ecosystem Health[J];Environmental Science and Management;2007-11
9 TAN Qu-lin1,LIU Zheng-jun2,SHEN Wei1 (1.School of Civil Engineering and Architecture,Beijing Jiaotong University,Beijing 100044,China;2.Institute of Photogrammetry and Remote Sensing,Chinese Academy of Surveying and Mapping,Beijing 100039,China);An Algorithm for Object-Oriented Multi-Scale Remote Sensing Image Segmentation[J];Journal of Beijing Jiaotong University;2007-04
10 FENG Jian-hui,YANG Yu-jing (Faculty of Land Resource Engineering of Kuming University of Science and Technology, Kuming,Yunnan,650093);Study of Texture Images Extraction Based on Gray Level Co-Occurence Matrix[J];Beijing Surveying and Mapping;2007-03
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 ZHANG Jin-ying et al(College of Resource and Environmental Science,Hebei Normal University,Shijiazhuang,Hebei 050016);Study on the Soil Erosion of Taihang Mountain Area in Hebei Province Based on RS and GIS[J];Journal of Anhui Agricultural Sciences;2006-24
2 ZHANG Jin-ying,GE Jing-feng(College of Resource and Environmental Science,Hebei Normal University,Shijiazhuang 050016,China);On the Relationship between Land Use and Soil Erosion Based on GIS in Mancheng County of Baoding[J];Journal of Baoding Teachers College;2007-02
3 HE Fen-qin~(①),HE Zheng-wei~(②③),YIN Jian-zhong~(④)(①Institute of Land Reclamation and Ecological Restoration,China University of Mining and Technology,Beijing 100083,China;②Institute of Digital Land and Ecological Science,Chengdu University of Technology,Chengdu 610059,China;③Beijing Municipal Key Laboratory for Resource Environment and Geographic Information System,Captial Normal University,Beijing 100037,China;④State Key Laboratory of Information Engineering in Surveying,Mapping and Remote Sensing,Wuhan University,Wuhan 430079,China);Gradation calibration and Information extraction of soil and water loss factors based on RS and GIS-The case of Panzhihua city[J];Science of Surveying and Mapping;2006-04
4 ZHANG Xiu-min1,SHENG Yu1,NAN Zhuo-tong2,ZHAO Lin3, ZHOU Guo-ying4,YUE Guang-yang3(1.State Key Laboratory of Frozen Soil Engineering,Cold and Arid Regions Environmental and Engineering Research Institute,Chinese Academy of Sciences,Gansu Lanzhou 730000,China;2.Cold and Arid Regions Environmental and Engineering Research Institute,Chinese Academy of Sciences, Gansu Lanzhou 730000,China;3.Cryosphere Research Station on Qinghai-Xizang Plateau, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences,Gansu Lanzhou 730000,China; 4.Northwest Institute of Plateau Biology,Chinese Academy of Sciences,Qinghai Xining 810001,China);Vegetation classification of alpine grassland based on decision tree approach in the Wenquan area of the Qinghai-Tibet Plateau[J];Pratacultural Science;2011-12
5 Wang Xiaoliang,An Huijun,Yang Ying(School of Forestry,Inner Mongolia Agricultural University,Hohhot 010018,P.R.China);Spectrometric Determination of Cloves[J];Journal of Northeast Forestry University;2011-03
6 Liu Dongqi,Fan Wenyi,Li Mingze(School of Forestry,Northeast Forestry University,Harbin 150040,P.R.China);Estimation of Forest Stand Parameters and Biomass by Small-Footprint Lidar[J];Journal of Northeast Forestry University;2012-01
7 HU Zhaoling1,DU Peijun2,ZHAO Xin1(1.School of Urban and Environmental Science,Xuzhou Normal University,Xuzhou 221116,China;2.School of Environmental Science and Spatial Informatics,China University of Mining & Technology,Xuzhou 221008,China);Land Use Changes in Xuzhou Coal Mining Area[J];Acta Geographica Sinica;2007-11
8 YANG Haijun,SHAO Quanqin,CHEN Zhuoqi,ZHANG Shuai (Institute of Geographic Sciences and Natural Resources Research,CAS,Beijing 100101,China);Summary of Estimation Methods of Carbon Storage in Forests[J];Geo-Information Science;2007-04
9 WEI Xiaolan 1,2,LI Zhen1,CHEN Quan1,2(1 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 100101,China;2 Graduate School of Chinese Academy of Sciences,Beijing 100049,China);The Simulating Analysis and Validation of Soil Moisture Retrieval Using S-Band Radar[J];Geo-Information Science;2008-01
10 YANG Cunjian,NI Jing,ZHANG Yang,MU Lin (Research Center of Remote Sensing and Geographic Information Systems,Key Laboratory of Land Resources Evaluation and Monitoring in Southwest under Ministry of Education,Sichuan Normal University,Chengdu 610068,China);Discovering Knowledge of Forest Carbon Density in Shimian County of Sichuan Province Based on Spatial Database[J];Journal of Geo-Information Science;2011-05
China Proceedings of conference Full-text Database 1 Hits
1 WANG Jing-zhao~(1,2) WANG Liang-gui~1 YUAN Su-xia~2 LIU Chun~2 MING Jun~2 (1 College of Landscape Gardens,Nanjing Forestry University,Nanjing 210037;2 Institute of Vegetables and Flowers,Chinese Academy of Agricultural Science,Beijing 100081);The Monitoring of Vegetation Resource Based on 3S[A];[C];2011
【Secondary Citations】
Chinese Journal Full-text Database 2 Hits
1 Xu Zhaozai(Ningxa Meteorological Administration,Yinchuan 750001)Lin Zhiguang{Academy of Meteorological Science, S. M. A, Beijing 100081) Wang Yizong(Beijing Agriculture University, Beijing 100094);SOME PROBLEMS OF HELAN MOUNTAIN CLIMATE[J];Acta Geographica Sinica;1993-02
2 Zhang Bing(Institute of Remote Sensing Applications,CAS);Study on the Landuse Classification Using DGM Data in Loess Hill Area[J];;1996-04
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