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《Geospatial Information》 2012-02
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Comparison of River Ice Detection Capabilities of Different RVM Kernel Function

WANG Chunguan  
In this paper we presented a river ice detection method based on relevance vector machines(RVM) use HJ-1A/1B CCD data,and compared ice detection accuracy of the different kernel functions.Experimental results clearly demonstrated that RBF kernel function was more stabile than adapted RBF kernel,detection accuracy of RBF kernel function was slightly higher than adapted RBF kernel,however the sparsity of adapted RBF kernel was higher than RBF kernel function which lead to much faster testing time.
【CateGory Index】: P332.8
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【Citations】
Chinese Journal Full-text Database 1 Hits
1 YAN Junjie 1 LIU Liangming 1 MA Haolu 2 XU Zhihui 2 (1 School of Remote Sensing and Information Engineering, Wuhan University,129 Luoyu Road, Wuhan 430079, China) (2 Information Center of Yellow River Conservancy Commission, 112-1 Chengdong Road, Zhengzhou 450004, China);Application of MODIS Data on the Ice Folld Monitoring of Yellow River[J];Editorial Board of Geomatics and Information Science of Wuhan University;2004-08
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 WEI Qiufang1,2, YE Qinghua1,3 (1. Key Laboratory of Tibetan Environment Changes and Land Surface Processes, Institute of Tibetan Plateau Research, CAS, Beijing 100085, China; 2. Graduate University of Chinese Academy of Sciences, Beijing 100049, China; 3. State Key Laboratory of Remote Sensing Science, Institute of Remote Sensing Applications, CAS, Beijing 100101, China);Review of Lake Ice Monitoring by Remote Sensing[J];Progress in Geography;2010-07
2 YIN Yong,LI Li-qin ( College of Communication Engineering, Chongqing University, Chongqing 400044, China );An Improved Adaptive Kernel Regression Algorithm for Image Interpolation[J];Opto-Electronic Engineering;2011-01
3 CHEN Lin①,YANG Zhong-hua①,MA Hao-lu②,CHEN Yang②(①Department of Surveying Engineering,Yellow River Conservancy Technical Institute,Henan Kaifeng 475004,China;②Information Center,YRCC,Zhengzhou 450004,China);Monitoring Yellow River ice disaster based on Chinese high-resolution satellite data[J];Science of Surveying and Mapping;2012-04
4 LI Jian-ping1,WU Zhi-qi2(1.NingXia Key Laboratory of Meteorological Disaster Preventing and Reducing,Yinchuan 750002,China;2.NingXia XiJi Meteorological Station,Xiji 756000,China);Monitoring system development of ice flood of Yellow river[J];Agriculture Network Information;2007-08
5 YANG Zhong-hua1,2, WANG Wei-dong2, MA Hao-lu3 1. School of Earth Science and Resources, China University of Geosciences, Beijing 100083, China 2. Yellow River Conservancy Technical Institute, Kaifeng 475001, Henan Province, China 3. Information Center, Yellow River Conservancy Commission, Zhengzhou 450004, China;Monitoring Ice Flood of Yellow River with "Four-satellite and Three-resource" Model[J];Science & Technology Review;2006-04
6 Li Yunpeng,Wu Rina,Yang Xiaohua(Inner Mongolia Ecological and Agricultural Meteorological Centre,Inner Mongolia Huhhot 010051);Application on EOS/MODIS Data in Monitoring the Ice Run of the Yellow River of Inner Mongolia[J];Meteorology Journal of Inner Mongolia;2011-01
7 YANG Zhong-hua~(1,2),CHEN Lin~2,YANG Wei-kun~3,GAO Qiong~2(1.China University of Geosciences(Beijing),Beijing 100083,China;2.Yellow River Conservancy Technical Institute,Kaifeng 475001,Henan,China;3.Henan Province Baisha Reservoir Irrigation Corporation,Yuzhou 452500,Henan, China);Application of CBERS-02 on ice flood monitoring of Yellow River[J];Water Resources and Hydropower Engineering;2006-08
8 XIA Huiyu,MENG Lingkui,LI Jiyuan,GUO Shanxi (College of Remote Sensing and Information Engineering,Wuhan University,Wuhan 430079,China);Application of Small Satellite Data at Ice Flood Monitoring for the Yellow River[J];Water Resources Informatization;2012-02
9 LI Changsong 1, CUI Xiaohui 2 (1.Information Center, Yellow River Water Conservancy Commission, Zhengzhou 450004, China; 2. Yellow River Survey Design Limited-liability Company, Zhengzhou 450003, China);Design and Realization of Ice Regimen Remote Sensing Monitoring Information Service System in Yellow River[J];Water Resources Informatization;2012-03
10 LIU Liangming1 XU Qi1 ZHOU Zheng1 YE Yuanxin1(1 School of Remote Sensing and Information Engineering,Wuhan University,129 Luoyu Road,Wuhan 430079,China);Ice Flood Monitoring of Yellow River Using HJ-1A/1B CCD Data[J];Geomatics and Information Science of Wuhan University;2012-02
【Secondary Citations】
Chinese Journal Full-text Database 3 Hits
1 WANG Jian 1 , CHEN Zi-dan 2 , LI Wen-jun 1 , TANG Han 1 , LU An-xin 1 LI Shuo 1 (1 Cold and Arid Regions Environmental and Engineering Research Institute, Gansu Lanzhou 730000, China, 2 Remote sensing Center, State Water C;Research on Spectral Reflectance Properties of Snow Using Moderate Resolution Imaging Spectroradiometer Data[J];JOURNAL OF GLACIOLGY AND GEOCRYOLOGY;2000-02
2 ZHANG Xiaoyun,LIU Yuncai (Inst.of Image Processing and Pattern Recognition, Shanghai Jiaotong Univ.,Shanghai 200030);Performance Analysis of Support Vector Machines with Gauss Kernel[J];Computer Engineering;2003-08
3 DONG Chun-xi, RAO Xian, YANG Shao-quan, XU Song-tao (School of Electronic Engineering, Xidian University, Xi'an 710071, China);Method for selecting the parameters of support vector machines[J];Systems Engineering and Electronics;2004-08
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