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《Science of Surveying and Mapping》 2010-05
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Application of least squares support vector machines in GPS elevation fitting based on particle swarm optimization

HUANG Lei①,ZHANG Shu-bi①②,WANG Liang-liang③,ZHANG Qiu-zhao①(①School of Environment Science and Spatial Informatics of CUMT,Jiangsu Xuzhou 221008,China;②Jiangsu Key Laboratory of Resources and Environmental Information Engineering CUMT,Jiangsu Xuzhou 221008,China;③School of Resources and Environment Engineering of HPU,Henan Jiaozuo 454000,China)  
Viewing from the defects that the traditional GPS elevation fitting methods require enough data,the paper put forward that using particle swarm optimization(PSO) algorithm to optimize least squares support vector machines(LSSVM) parameter for GPS elevation fitting.Experiments showed that,in the cases of limited data,not only PSO-LSSVM model could bring into play LSSVM ability to process the small sampled data,but also LSSVM optimized by PSO could choose the appropriate parameters.Comparing with LM-BP neural network and standard least squares support vector machine,PSO-LSSVM model has better fitting accuracy.
【CateGory Index】: P228.4
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【Citations】
Chinese Journal Full-text Database 4 Hits
1 TIAN Yu-gang1,LUO Shu-ming2,WANG Xin-zhou3,SHI Pei-jun4(1.College of Engineering,China University of Geosciences,Wuhan 430074,China;2.Hubei Institute of City Planning of Jingshan Country,Jingshan 431800,China;3.College of Geodesy and Geomatics,Wuhan University,Wuhan 430079,China;4.Presidential Secretarial,Beijing Normal University,Beijing 100875,China);GPS elevation transform model based on least squares support vector regression[J];Engineering of Surveying and Mapping;2007-04
2 LI Ming①②,GAO Xing-wei①,WEN Han-jiang①,WANG Jun①(① Chinese Academy of Surveying and Mapping,Beijing100039,China;② Liaoning Technical University,Liaoning Fuxin123000,China);The application of Kriging method in GPS leveling fitting[J];Science of Surveying and Mapping;2009-01
3 LI Wei1,SHI Lian-sheng1,LIANG Cheng-long2(1.Department of Electrical and Information Engineering,Lanzhou University of Technology,Lanzhou 730050,China;2.Factory of Oil Deposit and Transportation,Petrochemical Company of Lanzhou,Lanzhou 730060,China);Forecasting Model of Research Octane Number Based on PSO-LSSVM[J];Control and Instruments in Chemical Industry;2008-02
4 CHEN Shuai~1,ZHU jian-ning~2,PAN jun~2,SHI hong-bo~1(1.Institute of Automation,East China University of Science and Technology,Shanghai 200237,China;2.Shanghai Coking and Chemical Corporation,Shanghai 200241,China);Parameters Optimization of LS-SVM and Its Application[J];Journal of East China University of Science and Technology(Natural Science Edition);2008-02
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 YANG You-chang ( Institute of Surveying and Mapping of Anhui Province, Hefei 230031, China );STUDY ON GIS DATA CONVERSION OF DIFFERENT REFERENCE ELLIPSOIDS[J];Geology of Anhui;2002-03
2 DANG Mei-li(Institute of Geophysical and Geochemical Survey Technological Anhui Province,Hefei,Anhui 230022,China);DISCUSSION ON COORDINATE SYSTEM AND GROUND CONTROL SURVEYING TECHNIQUE IN MINERAL RIGHTS CHECKING[J];Geology of Anhui;2010-02
3 CHEN Jun-lin(College of Information,South China Agriculture University,Guangzhou,Guangdong 510642);Total Station for Side of GPS Baseline Detection and Analysis[J];Journal of Anhui Agricultural Sciences;2010-27
4 GONG Zhen-chun, SONG Zhi-huan, Li ping (Department of Control Science and Engineering, Zhejiang University, Hangzhou, 310027, China);Coordinate Transform and Its Application in GPS Navigation of SUAV[J];Ordnance Industry Automation;2005-04
5 WU Jian-hua1 XIN Hong-fang1 LIU Shuang-shuang2 1. Xi'an Railway Construction Co.Ltd of China Railway Electrization Group,Xianyang,Shanxi,70001; 2. China Coal Information Academe,Beijing,100029;Application of GPS in Qinling Tunnel Control Survey[J];Beijing Surveying and Mapping;2008-01
6 ZHANG Jun,XU Jing-tian,KONG Li-ming,FENG Gang(Chinese Geology University of Surveying and Mapping Engineering,Wuhan,430074);The Application of Landslide Deformation Monitoring Technology[J];Beijing Surveying and Mapping;2009-02
7 CAO Yan-feng1,LIU Yi2,JIA Guan-gjun2(1.Beijing Xinxing Huaan Surveying and Mapping Co.,Ltd,Beijing,100036,China 2.Beijing Institute of Surveying and Mapping,Beijing,100038,China);Application of Continous Operation Reference Station in Static GPS Control Network of Municipal Engineering Surveying[J];Beijing Surveying and Mapping;2010-02
8 CHEN Rui(Geological Exploration Center Qinghai Branch of China Building Material Industry,Xining Qinghai 810008,China);Application of GPS-RTK Technology in Geology Surveying Work[J];Beijing Surveying and Mapping;2010-03
9 BAO Min-xian,GAO Yu-liang,LU Jian-xiong(1.Nanjing Engineering Vocational College,Nanjing Jiangsu 211135,China;2.Nanjing Dadi Surveying Institute, Nanjing,Jiangsu Province,211135;3.Nanjing Jiangdi Surveying corporation,Nanjing Jiangsu 210018 China);The Test Research of Improving RTK Horizontal Control Survey Precision and Reliability[J];Beijing Surveying and Mapping;2010-04
10 DENG Rong-rong1 ZHANG Mei-wei1 SONG Xuan-bin1,2(1.Anhui University of Science and Technology,Huainan Anhui 232001,China;2.Huainan JINGYI Surveying and Mapping Services Co.,Ltd,Huainan Anhui 232001,China);Establishment and Accuracy Analusis of GPS Coordinates System Transformation Model[J];Beijing Surveying and Mapping;2011-01
China Proceedings of conference Full-text Database 10 Hits
1 MA Chao,LI Shi-ping,ZHANG Jin Test and Control Lab,The Second Artillery Engineering College,Xi'an,Shaanxi,China,710025;The Dynamic Compensation Method for Virtual Instrument Based on Least Squares Support Vector Machines[A];[C];2009
2 WEI Wei~(1,2,3),MA Yuan~1,TANG Min-qiang~1,ZHOU Ju-suo~1,YANG Qing~1 (1.South China Sea Marine Engineering surveying Center,SOA,Guangzhou,Guangdong,510300; 2.College of Environmental Science and Engineering,Ocean University of China,Qingdao,Shandong, 266100;3.First Institute of Oceanography,SOA,Qingdao,Shandong,266061);A Study of GPS Technique in Marine Delimiting Among the Counties[A];[C];2009
3 ;基于GRS-1的突发环境污染事件应急系统研究[A];[C];2009
4 DENG Qinghai~(①②) MA Fengshan~①YUAN Renmao~①LI Guoqing~①ZHAO Haijun~①(①Key Laboratory of Engineering Geomechanics,Institute of Geology and Geophysics,Chinese Academy of Sciences,Beijing 100029)(②Geoinfonnation Science & Engineering College,Shandong University of Science and Technology,Tai'an 271019);GPS BASED STUDY ON REGULARITY AND MECHANISM OF LAND SUBSIDENCE IN JIANGYIN CITY AREA[A];[C];2008
5 LIU Xiao-gang1,WU Xiao-ping1,WANG Bao-jun1,2,PANG Zhen-xing3 ( 1. Institute of Surveying and Mapping, Information and Engineering University, Zhengzhou450052, China; 2 96412Troops, Baoji 721012, China; 3. Xi’an Research Institute of Surveying and Mapping, Xi’an 710054, China);Gridding of the Satellite Gravity Gradient Data[A];[C];2010
6 HUANG Jian-qiang (Geophysical Prospecting And Surveying Team, Shaanxi Bureau of Coal Geotogy Xi'an,710005, China);The accuracy analysis of RTK technique in reconnoitre and direction survey[A];[C];2006
7 WAN Zhihua (Geological Team No.141,Sichuan Bureau of Coal Geology,Deyang,Sichuan 618000);The Application of RTK to the Engineering Surveying[A];[C];2010
8 Zhang Guohui, Bao Yong(School of Geomatics, Liaoning Technical University, Fuxin 123000,China );Experimental study on common errors in RTK point correct[A];[C];2007
9 Wang Jian~1 Gao Fuxiang~1 Liu Shurong~(1,2) Song Zhibin~2 (1 College of Information Science and Engineering,Northeastern University,Shenyang 110004,China;2 Hebei Normal University of Science and Technology,Qinhuangdao 066044,China);Bus-stop auto-announce system based on GPS and GPRS[A];[C];2007
10 Shi Yongsheng Wang Bo Dong Mingjie Gao Zhifeng (School of Automation,Beijing Institute of Technology,Beijing 100081,China);Research and design of SINS automatic test system in vehicle[A];[C];2010
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 WANG Jian-Xiong①, WANG Teng-Jun②(①College of Water Resources,Hydraulicx and Architecture,Y A U,Kunming 650201; ②College of geologic engineering and Geomatics, Chang,an University, Xian 710054);Application of non-uniform B-spline least square in GPS leveling height fitting[J];Science of Surveying and Mapping;2007-03
2 JIN Shi-hua(The Second Surveying and Mapping Institution of Liaoning Province,Shenyang 110034,China);GPS Height Transformation using Hardy Function Interpolation Method[J];Geomatics & Spatial Information Technology;2005-06
3 YANG De-ming(Land Resources Surveying and Planning Institute of Heilongjiang Province,Harbin 150056,China);Experiment Research on Seeking Multinomial Curved Surface Fitting Model of GPS Leveling[J];Geomatics & Spatial Information Technology;2006-03
4 Zhang Xiaohong1),Cheng Shilai2)and Xu Xiaodong2)1)School of Geodesy and Geomatics,Wuhan University,Wuhan 4300792)Research Center of GPS,Wuhan University,Wuhan 430079;RESEARCH OF GPS ELEVATION FITTING MODELS BASED ON KRIGING METHOD[J];Journal of Geodesy and Geodynamics;2007-02
5 LI Chong WEI Yu-ming JI Lin-yun (School of Geological Engineering and Surveying Engineering,Chang'an University,Xi'an 710054,China);THE APPLICATION OF MOBILE LEAST SQUARE COLLOCATION IN HEIGHT ANOMALY FITTING[J];Chinese Journal of Engineering Geophysics;2006-05
6 WANG Xin-gang,SHI Hong-bo(Institute Research of Automation,East China University of Science and Technology,Shanghai 200237,China);Modeling of Texaco Gasifier Soft Measurement and Its Engineering Actualization[J];Control and Instruments in Chemical Industry;2006-03
7 HU Wu-sheng 1, HUA Xi-sheng 2, BAO Xing-nan 3 (1. College of Traffic and Transportation Engineering, Southeast Univ., Nanjing 210018, China; 2. College of Civil Engineering, Hohai Univ., Nanjing 210098, China; 3. Jiangsu Institute of Surveying and;Neural Network Method for GPS Height Transformation[J];Journal of Hehai University (Natural Sciences );2001-06
8 ZHANG Hong-mei,WEI Zhi-nong,GONG Deng-cai,LIU Ling (School of Electrical Engineering,Hohai University,Nanjing 210098,China);A short-term load forecasting approach based on PSO support vector machine[J];Relay;2006-03
9 JIN Guo-dong, LIU Yan-cong, NIU Wen-jie (Petroleum University of China, Shangdong Province, Dongying 257061, China);Comparison between Inverse Distance Weighting Method and Kriging[J];Journal of Changchun University of Technology;2003-03
10 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
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