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《Science of Surveying and Mapping》 2010-S1
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Study on the method for compensating model error based on neural networks

HU Wu-sheng,ZHANG Zhi-wei(Department of Surveying Engineering,School of Transportation,Southeast University,Nanjing 210096,China)  
At first,two traditional methods for compensating function model errors,the method of adding systematic parameters and the least-squares collection method,were introduced in the paper.Second,the BP algorithm of neural network was introduced briefly.A neural network based method for compensating model error was discussed.The special structure of BP network,its calculation steps and the principle of this method were introduced in detail.Then in one engineering project,the results of different methods for compensating model errors were compared with each other.It was shown that the proposed method based on neural network for compensating model error was more effective than traditional methods.At last,some conclusions were reached.
【Fund】: 国家863项目(2007AA12Z228);; 江苏省科技支撑计划社会发展项目(BE2009663)
【CateGory Index】: P207
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【Citations】
Chinese Journal Full-text Database 5 Hits
1 HU Wu-sheng 1 ,HUA Xi-sheng 2 ,BAO Xing-nan 1 (1.College of Traffic and Transportation Engineering Southeast University,Nanjing210018,China;2.College of Civil Engineering,Hehai University,Nanjing210098,China;3.Jiangsu Institute of Survey;The Test Research on Neural Networks Model Used for Transforming GPS Height[J];Engineering of Surveying and Mapping;2002-03
2 TAO Ben-zao, XU Hai-wei;The Compensation with Adjustment for Model Error in the Large-scale GPS Leveling Fitting[J];Bulletin of Surveying and Mapping;2005-07
3 Hu Wusheng, Hua Xisheng, Wu Zhongru (College of Traffic and Transportation Engineering, Southeast University, Nanjing 210018) (Hohai University, Nanjing 210098);DETECTING MODEL ERROR BY NEURAL NETWORKS[J];Dam Observation and Geotechnical Tests;2001-04
4 SUN Haiyan 1 WU Yun 1 (1 School of Geodesy and Geomatics,Wuhan University,129 Luoyu Road,Wuhan,China,430079);Semiparametric Regression and Model Refining[J];Editoral Board of Geomatics and Information Science of Wuhan University;2002-02
5 Li Mingfeng;Yu Zongchou;Li Yanxing;Yu Zhenglin(School of Geo-science and Surveying Engineering,WTUSM, 39 Luoyu Road,Wuhan,China,430070);The Generalized Model for Kinematic Adjustment and the Related Statistical Testing Theory[J];JOURNAL OF WUHAN TECHNICAL UNIVERSITY OF SURVEYING AND MAPPING(WTUSM);1995-03
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 Zhang Xiaoming Li Tingxun (Anhui Institute of Architecture) (Hefei Polytecnic University);THE RELIABLE DEGREE′ S STUDY OF THE SEARCH EAGE NET OF ENGINEERING[J];JOURNAL OF ANHUI INSTITUTE OF ARCHITECTURE;1997-03
2 YANG Hai-ming,YANG Longcai,Wang Bing-long(Key Laboratory for Highway and Traffic Engineering of Ministry ofEducation,Tongji University,Shanghai 200331,China);Study on the Loading Capacity Detection by N_(10) for the Foundation of Low Subgrade[J];Chinese Journal of Underground Space and Engineering;2008-01
3 ZHANG Zheng-tao1,LU Liang-yu2,KONG Fan-qiang2(1.Laoning Province Quality Station of Supervising and Inspecting for Products of Surveping and mapping,shenyang ,110034, China;2.The Seismological Bureau of Liaoning Province , shenyang ,110031, China);Compution about the Sensitive of the Rupture Deformation of Fushun Hunhe′s Brim and Angle Net[J];Beijing Surveying and Mapping;2004-04
4 Liang Changxiu; Feng Zhongke; Lang Nanjun; Huang Huaguo; Zhou Keliang.College of Resource and Environment,Beijing For.Univ.,100083,P.R.China.;Robust estimation and analysis of investigation data in forest resource.[J];Journal of Beijing Forestry University;2001-06
5 JING Haitao;FENG Zhongke;ZHU Haizhen;WANG Xiaokun. School of Resources and Environment, Beijing Forestry University, 100083, P. R. China.;Research and experiment of forestry positioning information based on GIS and Total Station.[J];Journal of Beijing Forestry University;2004-04
6 WANG Zhong feng,et al. (Dept. of Land and Resources,Changchun Institute of Technology,Changchun 130021,China);Study on adjusting rank defect free nets by the adjustment method with zero weights[J];Journal of Changchun Institute of Technology;2002-02
7 Zhou Shijian Chen Yongqi (①East China Institute ofGeology, Fuzhou, Jiangxi, 344000; ②Hong Kong Pojytechnic, Hong Kong);The Superior Efficiency for Estimation of the Model Parameters[J];Engineering of Surveying and Mapping;1995-02
8 Yu Zongchou (Wuhan Technical University of Surveying and Mapping, Wuhan, 430070);Further Broof on the Equivalence of the Formulas of Variance-covariance Component Estimation[J];Engineering of Surveying and Mapping;1995-03
9 Jin Fengxiang;Wang Tongxiao;Ma Ruijin(Shangdong Institute of Mining and Technology, Taian;Shangdong, 271019);False Weight Phenomenon and Robust Estimation[J];Engineering of Surveying and Mapping;1997-04
10 Liu Changhua(Jiaozuo Institute of technology, Jianzuo, 454150);The Study f Integrational Data Prcessing System for Photogrammetric Deformation Measurements[J];ENGINEERING OF SURVEYING AND MAPPING;1999-01
China Proceedings of conference Full-text Database 1 Hits
1 LIU Tingming .Shanghai Jianhao Engineering Counseling Company Limited,Shanghai 200030,China;The Establishment of Engineering Control Network with High Degree of Accuracy[A];[C];2007
【Secondary Citations】
Chinese Journal Full-text Database 8 Hits
1 Yu Zongchou(Wuhan Technical University of Surveying and Mapping);THE THEORY OF DETECTING GROSS ERRORS UNDER THESUMMARIZED ADJUSTMENT FUNCTIONAL MODEL[J];Acta Geodaetica Et Cartographic Sinica;1992-04
2 YANG Ming qing 1, JIN Fan 2, ZHU Da cheng 1, CHEN Xian chun 1 (1. Sichuan Bureau for Surveying and Mapping, Chengdu,Sichuang, 610081; 2. Southwest Jiaotong University, Chengdu,Sichuang, 610031);Conversion of GPS Height by Artifical Neural Network Method[J];ACTA GEODAETICA ET CARTOGRAPHIC SINICA;1999-04
3 Gu Guohua (Geodetic Brigade,State Seismological Bureau);KINEMATIC ADJUSTMENT OF GEODETIC DEFORMATION NETWORKS WITH PIECE-WISE LINEAR DEFORMATION MODELS[J];Crustal Deformation and Earthquake;1990-02
4 Yue Dongjie Huang Teng(College of Civil Engineering, HoHai Univ., Nanjing 210098);Anti error Fitting of GPS Height[J];JOURNAL OF HOHAI UNIVERSITY;1999-06
5 TAO Benzao 1 (1 Key Laboratory of Geospace Environment and Geodesy, Ministry of Education, Wuhan University, 129 Luoyu Road, Wuhan, China, 430079);Control of the Adjustment Model Errors for the Earth's Gravity Field[J];Editorial Board of Geomatics and Information Science of Wuhan University;2003-06
6 Jiang Zaisen;Gong Shouwen(No.2 Crustal Deformation Monitoring Centre,SSB,Xiying Road 42,Xi'an,China,710054);The Overall Adjustment of the Level Monitoring Network with Piece-wise Velocity Models[J];JOURNAL OF WUHAN TECHNICAL UNIVERSITY OF SURVEYING AND MAPPING(WTUSM);1994-02
7 Li Mingfeng; Yu Zongchou; Ye Zhenglin(Institute of Earth Science and Survey Engineering,WTUSM, 39 Luoyu Road. Wuhan .China, 430070 );On the Separability between Deformation and Gross ErrorsBased on the Dynamic Adjustment Model[J];JOURNAL OF WUHAN TECHNICAL UNIVERSITY OF SURVEYING AND MAPPING(WTUSM);1995-01
8 YAN ZAIZAI,WU WEIZHI,NIE ZANKAN (Science College of Xi,an Jiaotong University, Xi'an, 710049);Near Neighbour Estimate in Semiparametric Regression Model: The Martingale Difference Error Sequence Case[J];Chinese Journal of Applied Probability and Statisties;2001-01
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