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《Atmospheric Science Research and Application》 2009-01
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Application of Support Vector Machine to Short-term Climate Prediction during the Flood Season of Sanming Prefecture

SHEN Yongsheng HUANG Faming ZHANG Dahua YANG Xi CHEN Xueqin (Sanming Meteorological Bureau of Fujian Province,Sanming 365000)  
In this paper the data from 31 numerical forecasting products in March and April during 1951—2007,including Blocking High Area Index.Key Zone SST Index,and Circulation Characteristic Value, are chosen to be samples for model building.And support vector machine(SVM) is applied to develop a short-term climate forecasting method of rain fall flood seasons for the southeastern area(a representative station:Yongan) and for the northwestern area(a representative station:Taining) of Sanming Prefecture.The result shows that the short-term climate prediction system based on the approach of the SVM has a high accuracy and thus has application value.
【CateGory Index】: P456.1
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【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 Li Xiaodong(Baicheng Normal College,Baicheng 137000,P.R.China);Xie Guohui(the Urumqi Satellite Ground Station of National Satellite Meteorological Center);Zhou Zaiming(Cold and Arid Regions Environmental and Engineering Research Institute,Chinese Academy of Sciences);Forecast of Growth Status of Vegetations in the Northern Slope of Tianshan Mountains,Xinjiang Based on Gray System Theory[J];Journal of Northeast Forestry University;2009-05
2 WU An-xu1,LI Ping-an1,LU Ya-jun1,MU Hui-yong1,SU Xiao-fei1,LIU Xue-qian2 (1.Earthquake Administration of Beijing Municipality,Beijing 100080,China; 2.Earthquake Administration of Henan Province,Henan Zhengzhou 450016,China);THE MODELING OF MULTI-DIMENSION SEISMIC TIME SERIES BASED ON THE SUPPORT VECTOR MACHINE[J];Seismological Research of Northeast China;2006-04
3 WU An-xu1,JIANG Chang-sheng2,WANG Lin-ying2,LI Ping-an1 LIN Xiang-dong,LU Ya-jun,Mu Kuai-Yong(1.Earthquake Administration of Beijing Municipality,Beijing 100080,China; 2.Institute of Geophysics,China Earthquake Administration,Beijing 100081,China);CLASSIFICATION OF THE SEISMIC SERIES TYPE BASED ON THE SUPPORT VECTOR MACHINE[J];Seismological Research of Northeast China;2008-01
4 WU An-xu1,ZHANG Yong-xian2,ZHANG Xiao-dong2 LI Ping-an1,MU Hui-yong1,LU Ya-jun1 (1.Earthquake Administration of Beijing Municipality, Beijing 100080; 2.China Earthquake Networks Center, CEA, Beijing 100045, China);Study on model of support vector machine for synthetic prediction of seismic precursors[J];Earthquake;2008-03
5 SHENG Wen-bin,ZHANG Rui-ping,LU Chen-li(1.Department of Atmospheric Science,Nanjin University,Nanjing 210093,China;2.Jiaxing Meteorological Office,Jiaxing 314050,China;3.Haining Meteorological Office,Haining 314400,China);Application of SVM method in Tropical Cyclone Rainfall Forecast[J];Guangdong Meteorology;2008-03
6 WU Ai-min,GUO Jiang-yong,ZHANG Hong-fen,LU Ya-qi(Qingyang Meteorological Bureau of Gansu Province,Xifeng 745000,Gansu,China);The Application of Support Vector Machine Method in Hail Forecast[J];;2005-04
7 WANG Suichan1,LI Zhaorong2,FU Shuangxi2,ZHANG Jie3,CHU Rongzhong4,CHEN Xuhui1(1.Lanzhou Central Meteorological Observatory,Lanzhou 730020,China;2.Gansu Provincial Weather Modification Office,Lanzhou 730020,China;3.Institute of Arid Meteorology,CMA,Lanzhou 730020,China;4.Cold and Arid Regions Environmental and Engineering Research Institute,CAS,Lanzhou 730000,China);The Operation Synthetical System for Hail Monitoring,Warning and Hail Suppression Command in Northwest China[J];Arid Meteorology;2007-04
8 NONG Ji-fu(College of Mathematics and Computer Science,Guangxi University for Nationalities,Nanning 530006,China);Regional Rainfall Forecast Based on Principal Component Analysis and Support Vector Machine[J];Journal of Guangxi University for Nationalities(Natural Science Edition);2009-02
9 FENG Han-zhong~(1, 2), XU Hui-ming~2,XU Lin-na~2(1. Chengdu Institute of Plateau Meteorology, China Meteorological Administration, Chengdu 610072, China;2. Sichuan Meteorological Observatory, Chengdu 610072, China);SVM Method and Rain Location Prediction in the Upper Reach of Yangtze River[J];Plateau Meteorology;2004-S1
10 YAN Dong-wei 1-2,YANG Yan1,SUN Tian-wen1,ZHAO Guo-ling1,LI Ming1(1.Shaanxi Provincial Meteorological Bureau,Xi′an 710015,China;2.XIDIAN University,Xi′an 710077,China);k-Nearest Neighbor Method and Its Application to Tongchuan Hail Prediction[J];Plateau Meteorology;2009-01
【Secondary Citations】
Chinese Journal Full-text Database 3 Hits
1 YANG Xiao-yi,LIU Jia-yong,CHEN Shu-min(Institute of Information & Security, SCU, Chengdu 610064, China);Application of SVM to text categorization[J];Journal of Chengdu University of Information Technology;2005-02
2 Meng Ji-cheng Yang Wan-lin (College of Electronic Engineering, UEST of China, Chengdu 610054, China);Range Profile Recogniton of Radar Target Based on the Kernel-Based Methods[J];Journal of Electronics and Information Technology;2005-03
3 ZHANG Hui,ZHANG Hao,LU Jianfeng (CIMS Research Center, Tongji University, Shanghai 200092);Application of Support Vector Machine in Data Mining[J];Computer Engineering;2004-06
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