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《Journal of Beijing Normal University(Natural Science)》 2008-05
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RESEARCH OF SVR OPTIMIZED BY PSO COMPARED WITH BP NETWORK TRAINED BY PSO

CHEN Chuanliang1) TIAN Yingjie2) BIE Rongfang1)(1)College of Information Science and Technology,Beijing Normal University,100875,Beijing,China;2)Research Centre on Fictitious Economy & Data Science,Chinese Academy of Sciences,100080,Beijing,China)  
This paper compares SVR performance optimized by PSO and BP neural network trained by PSO on solving regression problems for the first time.
【Fund】: 国家自然科学基金资助项目(10601064)
【CateGory Index】: TP18
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【References】
Chinese Journal Full-text Database 3 Hits
1 WANG Ping,WANG Cai-yun,WANG Wen-jian,LIU Qi-yue(Tribology Research Institute,Traction Power State Key Laboratory,Southwest Jiaotong University,Chengdu 610031,China);Application of BP ANN optimized by hybrid algorithm based on PSO in wear volume prediction of rail steel[J];Journal of Machine Design;2013-08
2 WENG Gang-min;LI Ling-yan;School of Economics & Management,Yanshan University;;Study on tourism flow forecast: based on seasonal adjustment'PSO-SVR model[J];Application Research of Computers;2014-03
3 Xiao Jingnan Wang Zhiming Wei Jianguang Zhao Shanshan(College of Oil & Gas Engineering,China University of Petroleum(Beijing),Changping,Beijing,102249,China);Application of LSSVM Improved Horizontal Well Productivity Prediction[J];Petroleum Drilling Techniques;2010-06
【Citations】
Chinese Journal Full-text Database 5 Hits
1 GAO Hai-bing,GAO Liang,ZHOU Chi,YU Dao-yuan (Inst of Automation,Dept.of Industrial Engineering,Huazhong Univ of Sci & Tech,Wuhan,Hubei 430074,China);Particle Swarm Optimization Based Algorithm for Neural Network Learning[J];Acta Electronica Sinica;2004-09
2 Wang Suihua 1 Feng Naiqin 1 Li Aiguo 2 1(Department of Computer Science,Henan Normal University,Xinxiang 453002) 2(Department of Computer Science,Xi'an University of Science and Technology,Xi'an 710054);A BP NETWORKS LEARNING ALGORITHM BASED ON PSO[J];Computer Applications and Software;2003-08
3 Zhao Hongbo(Department of Civil Engineering, Shaoxing university, Shaoxing, Zhejiang, 312000);A Study on Evolutionary Support Vector Machine Based on Genetic Algorithm[J];;2004-09
4 XIONG Wei-li1, XU Bao-guo2 (1.Control Science and Engineering Research Center, Southern Yangtze University, Wuxi 214122, China; 2.School of Communication and Control Engineering, Southern Yangtze University, Wuxi 214122, China);Study on Optimization of SVR Parameters Selection Based on PSO[J];Journal of System Simulation;2006-09
5 LIU Hong-bo, WANG Xiu-kun, MENG Jun (Department of Computer Science and Engineering, Dalian University of Technology, Dalian 116023, China);Neural Network Training Algorithm Based on Particle Swarm Optimization[J];Mini-micro Systems;2005-04
【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 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
3 FU Lian-xu, LUO Fei, WEN Shao-chun (Dept. Automation, Huanan University of Science & Technology, Guangzhou 510640, China);The Application of ANN in Decoupling Control[J];Ordnace Industry Automation;2001-04
4 Chen Ren,Deng Qingyong,Kuang Lidan,Li Fengjiao(College of Information Engineering,Xiangtan University,Xiangtan 411105,China);Lithium Battery Management System Based on Blackfin[J];Ordnance Industry Automation;2011-12
5 Shao Mingwu; Lin Jun; Zhang Bo; Li Tichuan (College of Environment and Energy Engineering, Beijing Polytechinc University, Beijing, 100022 );Simultaneous Determination of Multicomponent Nitrobenzene Compounds by Artificial Neural Networks and Visible Spectroscopy[J];JOURNAL OF BEIJING POLYTECHNIC UNIVERSITY;2000-02
6 Wang Bang wen; Yang Guang; Xu Feng; Li Mouwei ;Liu Shengming; Wang Guoping(Mechanical Engineerrng School, UST Beijing, Beijing 100083, Chian Northwest Alloys Plant, Harbin 150060, China);Model of Aluminium Foil Rolling Force Based on Neural Networks[J];JOURNAL OF UNIVERSITY OF SCIENCE AND TECHNOLOGY BEIJING;1997-02
7 Wang Renhua; Huo Hongtao; You Xianxiang. School of Resources and Environment,Beijing For. Univ., 100083, P. R. China.;Forest vegetation classification of TM images using artificial neural network[J];Journal of Beijing Forestry University;2003-04
8 LI Lan, ZENG Pei, RU Weimin, et al. Institute of Biomedical Engineering, Jiangsu University of Science and Technology, Zhenjiang\ 212013;Noninvasive Pump Flow Estimation of an Impeller Artificial Heart Based on the Motor Parameters[J];Beijing Biomedical Engineering;2001-02
9 WANG Dan-min (The Equipment Diagnosis Engineering Centre,Northeastern University,Shenyang,Liaoning,110006,China);Application of a Distributed Data Collecting System and Integrated Neural Network in Fan Fault Dignosis[J];Journal of Benxi College of Metallurgy;2002-01
10 FENG Shu hu (Dept. of Engineering, China Coal Economic College, Yantai 264005, China);Synthetic Evaluation Model for Achievements & Effects of Mine Management Based on Artificial Neural Network[J];Journal of China Coal Economic College;2001-03
China Proceedings of conference Full-text Database 10 Hits
1 Cao Chengtao,Xu Jianmin College of Traffic and Communications,South China University of Technology,Guangzhou,510641,P.R.China;Improved Particle Swarm Optimized SVM for Short-term Traffic Flow Predication[A];[C];2007
2 Li Jinying1,Li Jinchao2 1.Department of Economic Administration,North China Electric Power University,Baoding 071000,P.R.China 2.School of Business Administration,North China Electric Power University,Beijing 102206,P.R.China;Next-Day Electricity Price Forecasting Based on Support Vector Machines and Data Mining Technology[A];[C];2008
3 YANG Caixia,LU Xinhua,LIU Kecheng Nanyang Institute of Technology,Nanyang 473004,P.R.China;Research of Intelligent Control Model and System on Traffic Light Time[A];[C];2011
4 MA Wen-tao (Department of Maths & Computer Engineering,Ningxia University,Yinchuan 750021,China);A predicative study of loosening zones around roadways with least square support vector machines method with optimized parameters[A];[C];2007
5 Xiang-ming GAO~1,Shi-feng YANG~2,Yu HU~2 1 College of Mechanical Engineering,Tianjin University of Science & Technology,Tianjin 300222,China 2 College of Electronic Information and Automation,Tianjin University of Science & Technology,Tianjin,300222,China;LEAKAGE FORECASTING FOR WATER SUPPLY NETWORK BASED ON GA-SVM MODEL[A];[C];2010
6 ;基于支持向量机模型的激光相变硬化性能预测研究[A];[C];2008
7 Luo Zaifei~1,Guan Binglei~1,Zhou Shiguan~1 1.Academy of Electrics and Information,Ningbo University of Technology,Ningbo 315000;A Neural Network Learning Algorithm Based on Hybrid Particle Swarm Optimization[A];[C];2009
8 Shuzhou Wang,Bo Meng,Huixin Tian School of Electrical Engineering and Automation,Tianjin Polytechnic University,Tianjin 300160,China,;A Modeling Method Based on Wavelet Support Vector Machine[A];[C];2010
9 Bian Yadong Ji Xiaopeng Cao Hongyang Zhang Yuguo ( Department of Civil Engineering and Architecture, Zhongyuan University of Technology, Zhengzhou, 400007;Foundation Engineering Division, Avic Institute of Geotechnical Engineering, Beijing 100086; College of Prospecting Techniques, Shijiazhuang University of Economics, Shijiazhuang 050031);ANALYSIS OF SLOPE STABILITY BASED ON BP NEURAL NETWORK[A];[C];2006
10 Huang Yangcheng, Zhang DeYun Network Research Institute of Xi'an Jiaotong University, Xi'an, 710049;RESEARCH ON DISTRIBUTED REALTIME NETWORK INFO AUDITING[A];[C];2001
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 CUI Su-fang,ZHANG Zhen-hua,YAO Fu-qi,ZHANG Yan,REN Shang-gang(College of Geography and Designment of Lu-dong University,Yantai 264025,China);Influencing Factors and Prediction Models of Soil Temperature in Yantai Based on Partial Correlation Analysis[J];Shandong Agricultural Sciences;2010-01
2 WANG Pei-lun,MA Wei-qing,YANG Yuan-jun,DONG Dao-feng,LIU Fang,CHEN Guang-xia,MA Lei(Institute of Vegetable,Shandong Academy of Agricultural Sciences/ Key Laboratory for Biology of Greenhouse Vegetable of Shandong Province/ Shandong Branch of National Center for Vegetable Improvement,Jinan 250100,China);Effect of Mulching for Autumn Potato on Soil Temperature and Humidity[J];Shandong Agricultural Sciences;2011-02
3 ZHU Xiao-hua~1,YANG Xiu-chun~2 (1.Institute of Geographical Sciences and Natural Resources,Chinese Academy of Sciences,Beijing 100101; 2.Institute of Natural Resources and Regional Planning,Chinese Academy of Agricultural Sciences,Beijing 100087,China);Forecast Models and Their Comparison on International Tourism Passenger Source of China[J];Geography and Geo-Information Science;2004-05
4 WANG Shi yan,YANG Yong xing,YANG Bo(Northeast Institute of Geography and Agricultural Ecology,CAS, Changchun 130012,China);Study on temperature of typical types of wetland soils and its influencing factors in the Sanjiang Plain[J];Geographical Research;2003-03
5 ;POPULARIZATION OF NELDERMEAD SIMPLEX ALGORITHM AND ITS APPLICATION IN AUTOMATIC HISTORY MATCHING[J];PETROLEUM GEOLOGY & OILFIELD DEUELOPMENT IN DAQING;1998-04
6 MI YANG,ZHU Wang-qing,LI Zheng-hui (School of Electric Power and Automation Engineering,Shanghai University of Electric Power,Shanghai 200090,China);Improved BP Network and Its Application for Short-term Load Forecasting[J];Journal of Shanghai University of Electric Power;2011-01
7 ZHOU Qi-cai, LI Zhen-hai, CHEN Yang-xin (School of Mechanical Engineering,Tongji University,Shanghai 200092,China; Jiujiang Mechanical Maintenance Division,Nanchang Railway Administration, Jiujiang 332000,China);Survey of the gritting and injury of the rails and the test study on the prevention technology[J];Chinese Journal of Construction Machinery;2006-01
8 YANG Xia1,ZHAO Yizhou2,LUO Ji3,ZHAO Xia3(1.Xinjiang Meteorological Observatory,Urumqi 830002,P.R.China;2.Xinjiang Climate Centre,Urumqi 830002,P.R.China;3.Akesu Meteorological Bureau,Akesu 843000,Xinjiang,P.R.China);Characteristics of soil temperature variations in Akesu[J];Journal of Arid Land Resources and Environment;2011-12
9 伴 巧,et al.(Japan);Study on Friction Moderating for Wheel-Rail Interface[J];Foreign Rolling Stock;2006-06
10 HAN Guanghai~1,JIN Zhishan~2 (1.Shuangyashan Power Plant,Shuangyashan 155136,China;2.Heilongjiang Electric Power Research Institute,Harbin 150030,China);Thermal-mechanical fatigue performance of train wheel steel[J];Heilongjiang Electric Power;2004-03
【Secondary References】
Chinese Journal Full-text Database 3 Hits
1 WANG Peixi~1,ZHANG Jing~2 1.School of Petroleum Engineering,China University of Petroleum,Qingdao 266555,Shandong Province,China 2.Sinopec International Petroleum Exploration and Production Corporation,Beijing 100083,China;Improved PSO-LSSVM Productivity Prediction Model for the Fractured Horizontal Well in Volcanic Gas Reservoir[J];Science & Technology Review;2011-33
2 Yuan Rui;School of Geoscience,Yangtze University;School of Information and Mathematics,Yangtze University;;Method to Identify Complicated Lithology of Clastic Rocks in Tahe Oilfield[J];Petroleum Drilling Techniques;2014-06
3 Wang Jiexiang;Chen Zheng;Jing Wei;Lu Guochen;Niu Zhiwei;School of Petroleum Engineering,China University of Petroleum (Huadong);Tianjin Bohai Oilfield Institute,CNOOC;Department of Field Development,Sinopec Northeast Oil & Gas Company;;Prediction of the Effect CO_2 Immiscible Flooding Based on Support Vector Machine[J];Petroleum Drilling Techniques;2015-02
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Liao Wangcai;Yang Fusheng;Hu Guangshu(Tsinghua University, Beijing, 100084);The Comparison Research of AR Model And Non-linear Model Based on GMDH[J];BEIJING BIOMEDICAL ENGINEERING;1994-03
2 LI Zuo_yong~1,XU Ting_ting~1,DING Jing~2 (1.Department of Geoenvironment Science, Chengdu University of Information Technology, Chengdu 610041, China; 2.Institute of Hydroelectric Power, Sichuan University, Chengdu 610065,China);Application of Artificial Neural Network to Optimize Groundwater Quality Monitoring Sites[J];Urban Environment & Urban Ecology;2003-06
3 NI Chang?jian, DING Jing, LI Zuo?yong(Dept. of Hydraulic Eng., Sichuan University, Chengdu 610065,China);Immune evolutionary algorithm and its application to parametersoptimization in storm intensity formula[J];Journal of Yangtze River Scientific Research Institute;2002-06
4 Li Fanxiu,Xin Yan,Chen Wu (Chemical Engineering Dept.,Jianghan Petroleum Institute,Jingzhou 434102);Set Pair Analysis Method of Water Quality Eutrophication Assessment of Lakes[J];Chongqing Environmental Science;2000-06
5 Wang Shunjiu 1,Zhang Xinli 2,Hou Yu 3,Ding Jing 1 (1.College of Hydropower Engineering,Sichuan University,Chengdu 610065; 2.College of Business Management,Sichuan University,Chengdu 610064; 3.Department of Geography,Zhongshan University,Guangzhou 5;Application of Projection Pursuit Classification Method on Assessment of Environmental Quality[J];Chongqing Environmental Science;2002-03
6 FENG Xia ting 1,2 , ZHAO Hong bo 2 (1. School of Resources & Civil Engineering,Northeastern University,Shenyang 110004,China; 2. Institute of Rock and Soil Mechanics,The Chinese Academy of Science,Wuhan 430071,China,;Prediction of Rockburst Using Support Vector Machine[J];JOURNAL OF NORTHEASTERN UNIVERSITY;2002-01
7 CHEN Bing-rui~1, FENG Xia-ting~1, DING Wu-xiu~2, YANG Cheng-xiang~1 (1. School of Resources & Civil Engineering, Northeastern University, Shenyang 110004, China; 2. Institute of Rock and Soil Mechanics, The Chinese Academy of Sciences, Wuhan 430071, China. );Evolutionary Neural Network Constitutive Model for Complete Stress-Strain Relationship of Rock Under Chemical Corrosion[J];JOURNAL OF NORTHEASTERN UNIVERSITY;2004-07
8 WANG Ling 1,ZHU Chuan bao 2 (1 Department of Hydrology,Hehai University,Nanjing 210098,China; 2 Information Center,Ministry of Water Resource, Beijing 100053,China);The application of artificial neural networks to the extrapolation of hydrological data[J];Journal of Northeast Normal University (Natural Science Edition);2002-02
9 LONG Yun,WANG Jianˉquan (Zhejiang University,Hangzhou310027,China);Parameters Identification of Synchronous Generator Based on Particle Swarm Optimization Theory[J];Large Electric Machine and Hydraulic Turbine;2003-01
10 LIU Wei, HAN Zhen-xiang (Zhejiang University, Hangzhou 310027, China);Distribution System Reconfiguration Based on the Support Vector Machine[J];Automation of Electric Power Systems;2005-07
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