Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Science of Surveying and Mapping》 2008-S3
Add to Favorite Get Latest Update

BP neural network usedin classfication of land cover

YU Feng-ming①,ZHUO Yi②,BAO Yu-hai③(①Inner Mongolia Climate Center,Hohehot 010051,China; ②Remote Sensing and Geography Information System,Hohehot 010010,China; ③Glassland Research Institute of Chinese Academy of Agricultural Sciences,Hohehot 010022,China)  
This article has regarded matlab as the platform and designed BP neural network procedure ,thus used for drawing surface feature information automatically from the remote sensing image ,that this kind of method not only can be applied to the high-resolution remote sensing image of the micro area,can also apply to the low resolution ratio remote sensing image of the macroscopical area has been proved in the experiment. This article carry on the test for MODIS images with 1000 meters resolution and ETM images with 15 meter resolution,the inspection result of the precision shows ,the overall-accuracy is higher than 70% ,kappa coefficient is higher than 70%. While classifying MODIS image ,have dealt with MODIS image in the whole year of 2006 into the array collection of exponential time from EVI vegetation index,uesing the exponential time on land use classify is the front where recent land utilizes the categorised method to study.
【CateGory Index】: F301;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 4 Hits
1 Gong Pan~(1,2,3),Chen Zhongxin~(2,3),Tang Huajun~(2,3),Zhang Fengrong~1,Zhang Mingwei~(2,3,4)(1.College of Resource & Environment,China Agricultural University,Beijing 100094,China;2.Key Laboratory of Resource Remote Sensing & Digital Agriculture,Ministry of Agriculture,Beijing 100081,China;3.Institute of Agricultural Resource & Regional Planning,Chinese Academy of Agricultural Sciences,Beijing 100081,China;4.College of Resource & Environment,Huazhong Agricultural University,Wuhan 430070,China);Land cover classification based on MODIS temperature-vegetation index time-series data in Northeastern China[J];Transactions of the Chinese Society of Agricultural Engineering;2006-09
2 JIA Yong-hong 1, ZHANG Chun-sen 2, WANG Ai-ping 1 (1.School of Information Engineering for Remote Sensing, Wuhan University,Wuhan 430070,China; 2.Dept. of Survey Engineering, Xi'an University of Science & Technology, Xi'an 710054,China);Classifying of multisources remote sensing imagery based on BP neural network[J];Xi'an University of Science & Technology Journal;2001-01
3 Li Xia(Department of Remote Sensing, Guangzhou Institute of Geography, Guangzhou 510070, P. R China)Anthony Car-On Yeh(Centre of Urban Planning and Environmental Management, University of Hong Kong, Hong Kong);Accuracy Improvement of Land Use Change Detection Using Principal Components Analysis: A Case Study in the Pearl River Delta[J];Journal of Remote Sensing;1997-04
4 XU Han-qiu ( College of Environment and Resources, Fuzhou University, Fuzhou 350002, China);Study on Data Fusion and Classification of Landsat 7 ETM + Imagery[J];Journal of Remote Sensing;2005-02
Chinese Journal Full-text Database 10 Hits
1 ZHANG Hai-xia et al (School of Environment and Mapping,China University of Mining & Technology,Xuzhou,Jiangsu 221008);Study on the Accuracy of Land Cover Classification of ETM+ Remote Sensing Image Fusion Method[J];Journal of Anhui Agricultural Sciences;2008-01
2 HUANG Xue-feng et al(Economics and Management College,Sichuan Agricultural Unviersity,Yaan,Sichuan 625014);Study on NDVI Changes in Sichuan Basin Based on Landsat[J];Journal of Anhui Agricultural Sciences;2009-07
3 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
4 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
5 MA You-ping~(1,2);FENG Zhong-ke~1;HE You-jun~3;ZHANG Zhi-hua~4.1 Institute of GIS,RS & GPS,Beijing Forestry University,100083,P.R.China;2 School of Biological Sciences and Biotechnology,Hubei Institute for Nationalities,Enshi City,445000,P.R.China;3 Research Institute of Forestry Policy and Information,Chinese Academy of Forestry,Beijing,100091,P.R.China;4 The Postgraduate Department,Southwest Forestry College,Kunming,650224,P.R.China.;QuickBird image fusion using ERDAS IMAGINE software.[J];Journal of Beijing Forestry University;2007-S2
6 WU Jian,PAN Jun,XING Li-xin,LIU An-tao College of GeoExploration of Science and Technology,Jilin University, Changchun 130026,China;Distilling Type Information of Vegetation Based on Slight Subarea[J];Journal of Jilin University(Earth Science Edition);2007-S1
7 HE Fen-qin1,HE Zheng-wei2,3, HU Zhen-qi1,YIN Jian-zhong4,FANG Shi-bo51.Institute of Land Reclamation and Ecological Restoration,China University of Mining and Technology,Beijing 100083,China;2.Institute of Digital Land and Ecological Science,Chengdu University of Technology,Chengdu 610059,China;3.Beijing Municipal Key Laboratory for Resource Environment and Geographic Information System,Captial Normal University,Beijing 100037,China; 4.State Key Laboratory of Information Engineering in Surveying,Mapping and Remote Sensing,Wuhan University,Wuhan 430079,China;5.Institute of Botany,CAS,Beijing 100093,China;Automatic detection of land cover change based on modified principal component analysis method[J];Journal of Chengdu University of Technology(Science & Technology Edition);2007-01
8 CAI Hongxia;On the Application of High Resolution Remote Sensing Images in the Updating of Large Scaled Land-use Maps[J];Standardization of Surveying and Mapping;2008-01
9 ZHANG Qing-he1,ZOU Zheng-rong1,YU Jia-yong1,2(1.School of Info-Physicand Geomatics Engineering,Central South University,Changsha 410083,China;2.College of Civil Engineering,Hunan University,Changsha 410082,China);Research on the fixel fusion methed of remote sensing image[J];Engineering of Surveying and Mapping;2008-04
10 WEI Cong-ling1,FU Li-ping2 (1.College of Geography Science,Southwest University,Chongqing 400715,China;2.Dept.of Information Engineering,Henan Economic Management School,Nanyang 473000,China);The comparative research of initializing cluster centers for unsupervised classification[J];Engineering of Surveying and Mapping;2009-01
China Proceedings of conference Full-text Database 3 Hits
1 TIAN Hong-wei, ZHAO Hui-jie (Beijing University of Aeronautics & Astronautics, Beijing 100083, China);High order statistics based anomaly detection research for hyperspectral remote sensing[A];[C];2005
2 ;BP neural network usedin classfication of land cover[A];[C];2007
3 Han Tao1 Xu Xiaotao2 Xie Yaowen2 (1.Institute of Arid Meteorology, CMA, Lanzhou. Key Laboratory of Arid Climatic Change and Reducing Disaster of Gansu Province, KeyOpen Laboratory of Arid Climatic Change and Reducing Disaster of CMA,730020, China; 2. National Laboratory of Western China’s Environment Systems, Ministry of Education, Lanzhou University, Lanzhou, China,730000;);A study of automated construction and classification of decision tree classifier based on single-temporal MODIS data[A];[C];2012
【Secondary Citations】
Chinese Journal Full-text Database 8 Hits
1 Pan Dongxiao (Shanghai Meteorological Institute, Shanghai, 200030) Yu Qingguo (Ningbo Urban Planning Institute, Ningbo, 315000) Zhao Yuanhong (Zhejiang University, Hangzhou, 310027);NEURAL NETWORK FOR CLASSIFICATION OF REMOTE SENSING IMAGE[J];REMOTE SENSING FOR LAND & RESOURCES;1996-03
2 Wang Quanfang, Li Jiayong(Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China);Land cover classification in red soil hilly region of China using multi-temporal VEGETATION/NDVI data: a case study of Poyang basin[J];Transactions of The Chinese Society of Agricultural Engineering;2005-02
3 Zhang Jun 1,Ge Jian-Ping 1,GUO Qing-Xi 2 (1.College of Life Science,Beijing Normal University,Beijing 100875,China;2.Northeast Forestry University,Harbin 150040,China);The relation between the change of NDVI of the main vegetational types and the clim′atic factors in the northeast of China[J];Acta Ecologica Sinica;2001-04
4 CHENG Yunhao 1 DU Peijun 2 LI Xiaobing 1 SHI Peijun 1 (1 College of Resources Science and Technology, Beijing Normal University, 19 Xinjiekouwai Street, Haidian District, Beijing 100875, China) (2 Institute of Surveying and Spatial Information Engineering, CUMT, South Jiefang Road, Xuzhou 221008, China);Land Cover Characteristics in NDVI-Ts Space Based on Remotely Sensed Data[J];Editorial Board of Geomatics and Information Science of Wuhan University;2005-01
5 Jia Yonghong Li Deren (School of Information Engineering, WTUSM, 39 Luoyu Road, Wuhan, China, 430070);Multisource Classification of Remotely Sensed Data Based on Bayesian Data Fusion Method[J];JOURNAL OF WUHAN TECHNICAL UNIVERSITY OF SURVEYING AND MAPPING(WTUSM);1997-03
6 CHEN De chao, ZHOU Hai bo, CHEN Zhong yuan, WU Jian ping (East China Normal University, Urban & Environmental Remote Sensing Open Laboratory, Shanghai 200062, China);Study on Fusion Algorithms of TM and SPOT Images[J];Remote Sensing Technology and Application;2001-02
7 WANG Chang-yao, LUO Cheng-feng, QI Shu-hua , NIU Zheng(The State Key Laboratory of Remote Sensing Sciences,Institute of Remote Sensing Applications, Chinese Academy of Sciences, Beijing 100101,China);A Method of Land Cover Classification for China Based on NDVI-Ts Space[J];Journal of Remote Sensing;2005-01
8 WU Xiu-qin, MENG Ji-jun Resources and Environmental Geography, College of Environment of Peking University,Beijing 100871,China);Landscape Classification of Northeast China Based on NOAA/AVHRR Images and Geographical Spatial Data[J];Resources Science;2004-04
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved