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《Science of Surveying and Mapping》 2011-03
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Uneven settlement prediction of tunnel based on EMD and LSSVM

TANG Jun①,ZOU Zi-li②,ZHANG Xiao-ping②(①Department of Resources and Environmental Engineering,East China Institute of Technology,Nanchang 330013,China;②College of Earth Sciences and Mapping Engineering,East China Institute of Technology,Jiangxi Fuzhou 344000,China)  
Uneven settlement of the tunnel is a complex system.Due to the non-linear and non-stationary characteristics,the paper led the empirical mode decomposition(EMD) and least squares support vector machine(LSSVM) into the field to establish a kind of model prediction based on EMD and LSSVM.First,it used the EMD method to smooth processing for the original sequence to get a series of intrinsic mode components(IMF);second,according to the change rule of each IMF,it used he appropriate parameters of LSSVM to construct different forecast;finally,the predictive value of the original sequence was synthesized.And the results showed that the hybrid method had faster speed,higher precision and greater generalization ability than the single LS-SVM method or AR method.
【Fund】: 东华理工大学校长基金(DHXK1010);; 江西省数字国土重点实验室开放基金(DLLJ201014)
【CateGory Index】: U456.3
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Chinese Journal Full-text Database 6 Hits
1 DAI Wu-jiao~1,DING Xiao-li~2,ZHU Jian-jun~1,CHEN Yong-qi~(1,2),LI Zhi-Wei~(1,2)(1.Department of Survey Engineering and Geomatics,Central South University,Changsha 410083,China;2.Department of Land Surveying and Geo-informatics,Hong Kong Polytechnic University,Hong Kong,China);EMD Filter Method and Its Application in GPS Multipath[J];Acta Geodaetica et Cartographica Sinica;2006-04
2 WANG Jun-dong,QI Wei-gui(School of Electrical Engineering and Automation,Harbin Institute of Technology,Harbin,Heilongjiang 150001,China);Prediction of River Water Turbidity Based on EMD-SVM[J];Acta Electronica Sinica;2009-10
3 WANG Sui-hui, PAN Guo-rong(Department of Surveying and Land Information Engineering,Tongji University,Shanghai 200092,China);Applying Theory of Artificial Neural Network to Deformation Prediction of Ground Deformation During Tunnel Excavation[J];Journal of Tongji University;2001-10
4 WEI Kai,GONG Quanmei,ZHOU Shunhua(Key Laboratory of Road and Traffic Engineering of the Ministry of Education,Tongji University,Shanghai 201804,China);Ant Colony Algorithms of Long-term Uneven Settlement Prediction in Tunnel[J];Journal of Tongji University(Natural Science);2009-08
5 ZHENG Xiao-xia,QIAN Feng(Research Institute of Automation,East China University of Science and Technology,Shanghai 200237,China);Soft Sensor Modeling Based on PCA and Support Vector Machines[J];Journal of System Simulation;2006-03
6 YIN Guang-zhi1, 2, YUE Shun1, 2, ZHONG Tao1, 2, LI De-quan3(1.College of Resources and Environmental Sciences, Chongqing University, Chongqing 400030, China;2.Key Laboratory for the Exploitation of Southwest Resources and the Environmental Disaster Control Engineering, Ministry of Education, Chongqing University, Chongqing 400030, China;3.Chongqing Public Utility Construction Engineering Co., Chongqing 400030, China);Time series analysis of tunnel displacement based on ARMA model[J];Rock and Soil Mechanics;2009-09
Chinese Journal Full-text Database 10 Hits
1 WANG Li-feng,SUN Shu-lin,CAO Ji-ping (Dept.of Geological and Geotechnical Engineering of Hohai University,Nan jing,210098);Prediction of Ground Deformation During Tunnel Excavation by ANN[J];Chinese Journal of Underground Space and Engineering;2005-05
2 Qiao Jinli1,2,Fan Yongli 3,Liu Bo 1,2,Li Yanyan1,2,Zhang Yanping1,2(1.College of Civil Engineering,Hebei University of Technology,Tianjin 300401,China;2.Civil Engineering Technology Research Center of Hebei Province,Tianjin 300401,China;3.Tianjin Sihai Concrete Day Commercial Co.Ltd.,Tianjin 301600,China);Predicting the Surface Settlement by Shield Tunneling Based on Modified BP Network[J];Chinese Journal of Underground Space and Engineering;2012-02
3 AN Hong-gang~(1,2), SUN Jun~2, HU Xiang-dong~2, ZHAO Qi-hua~31.Department of Civil Engineering, Jianghan University, Wuhan 430058, China;2.Department of Geotechnical Engineering, Tongji University, Shanghai 200092, China;3.College of Environment and Civil Engineering, Chengdu University of Technology, Chengdu 610059, China;Intelligent prediction of ground deformation by small samples in the shield tunnel construction[J];Journal of Chengdu University of Technology(Science & Technology Edition);2005-04
4 HE Liang-yun(Hunan City University,Yiyang 413000,China);The study of multi-path effects on high precision GPS surveying[J];Engineering of Surveying and Mapping;2010-01
5 LI Xuan①,DAI Wu-jiao①,CHEN Yong-qi②,ZHU Jian-jun①,LI Li①(①Department of Survey Engineering and Geomatics,Central South University,Changsha 410083,China;②Department of Land Surveying and Geo-informatics,Hong Kong Polytechnic University,HongKong,China);GPS dynamic deformation analyse based on wavelet transform[J];Science of Surveying and Mapping;2008-06
6 GUO Ying-qi①②,HUANG Sheng-xiang ②① Dept.of Surveying and Mapping Engineering,Heilongjiang Institute of Technology,Harbin 150050,China;② School of Geodesy and Geomatics,Wuhan University,Wuhan 430079,China);A review of multi-path effects on high precision GPS positioning[J];Science of Surveying and Mapping;2009-03
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8 WANG Jian, GAO Jing-xiang, WANG Jin-ling School of Environment and Spatial Informatics, China University of Mining and Technology (CUMT) ,Xuzhou 221008, China; School of Surveying and Spatial Information System, University of New South Wales(UNSW), Sydney 2052, Australia;GPS Baseline Solution Based on Empirical Mode Decomposition[J];Acta Geodaetica et Cartographica Sinica;2008-01
9 GAN Yu,SUI Lifen Institute of Surveying and Mapping,Information Engineering University,Zhengzhou 450052,China;De-noising Method for Gyro Signal Based on EMD[J];Acta Geodaetica et Cartographica Sinica;2011-06
10 LUO Feixue 1,2,DAI Wujiao 1,2,TANG Chengpan1,2,HUANG Dawei1,2,WU Xixiu1,2 1.Department of Surveying Engineering & Geo-Informatics,Central South University,Changsha 410083,China;2.Key Laboratory of Precise Engineering Surveying and Deformation Disaster Monitoring of Hunan Province,Changsha 410083,China;EMD-ICA with Reference Signal Method and Its Application in GPS Multipath[J];Acta Geodaetica et Cartographica Sinica;2012-03
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1 AN hong-gang,HU Xiang-dong (Department of Geotechnical Engineering,Tongji University,Shanghai 200092,China);Prediction of Ground Deformation in Regional Cross-Over Metro Tunnel Using Evolutionary Intelligent Method[A];[C];2006
2 WEI Xin-jiang~(1,2),GE Guo-bao~2,DING Zhi~(1,2) (1.Department of Civil Engineering,Zhejiang University City College,Zhejiang 310015,China; 2.Institute of Geotechnical Engineering,Zhejiang University,Zhejiang 310058,China);The Application of Intelligent Single Particle Optimizer in Predicting Long-term surface Settlement After Subway Construction[A];[C];2012
3 ;The research on BDS multipath effect’s algorithm and the analysis on BDS multipath effect[A];[C];2014
4 Du Xiang-run;ZHANG Jian-long;Feng Min-quan;Institute of Water Conservancy and Hydroelectric Power,Xi'an University of Technology;Shanxi Province water conservancy construction and development centers;;Water Supply Route Optimization for Reservoir Emergency Based on Improved Ant Colony Algorithm[A];[C];2014
5 Shuai Wang;Chao Liu;Jingxiang Gao;Key Laboratory for Land Environment and Disaster Monitoring of SBSM,China University of Mining and Technology;Jiangsu Key Laboratory of Resources and Environmental Information Engineering,China University of Mining and Technology;;EEMD Filter and Its Application in GPS Multi-path Errors[A];[C];2012
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2 ZHANG Chen,ZHANG Jie (Department of Land Resources and Tourism Sciences,Nanjing University,Nanjing,Jiangsu 210093,China);Neural Network Ensemble for Chinese Inbound Tourism Demand Prediction[J];Scientia Geographica Sinica;2011-10
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5 DAI Shan-shan,XU Hong-gang(Centre for Tourism Planning and Research,Sun Yat-sen University,Guangzhou 510275,China);Econometric Approaches in Tourism Demand Forecasting:——A Case Study of Wulingyuan[J];Tourism Forum;2008-05
6 WU Liang-ping1,2,ZHANG Jian1,2,LU Yuan2(1.Visual Computing and Virtual Reality Key Laboratory of Sichuan Province,Sichuan Normal University,Chengdu 610068,China;2.College of Mathematics and Software Science,Sichuan Normal University,Chengdu 610068,China);An Analysis of the Application of Combined Forecast in China's Inbound Tourism Based on IOWHA Operator[J];Tourism Tribune;2011-11
7 SUN Yan ping 1, ZHANG Lin 1, LV Ren yi 2 (1 Xi'an Urban Planning and Design Institute, Xi'an 710082, China; 2 Xi'an University of Architecture and Technology, Xi'an 710055, China);TOURIST QUANTITY FORECAST BY USING NEURAL NETWORK[J];Human Geography;2002-06
8 TAO Fengling1 LI Zhaonian1 LI Jihua1 NI Sanchuan1 SHI Wangwang2 JIANG Nan2(1.Department of Hydraulic and Electric Power Engineering,Qinghai University,Xining 810016,China;2.School of Energy and Power Engineering,Yangzhou University,Yangzhou 225127,China);Application of Least Squares Support Vector Machine to Load Forecasting in Power System[J];Water Resources and Power;2010-12
9 WANG Xiao-lan,LI Hui(College of Electrical Engineering and Information Engineering,Lanzhou University of Technology,Lanzhou 730050,China);Short-term wind speed forecasting of wind farm based on EMD and LS-SVM[J];Computer Engineering and Design;2010-10
10 Fan Wei etc;The Comprehensive Description and Comparison of Seasonal Adjusting Methods[J];Statistical Research;2006-02
【Secondary References】
Chinese Journal Full-text Database 1 Hits
1 Chen Lingling;He Liang;Li Yuxia;College of Humanities,Jinling Institute of Technology;Institute of Geographic Sciences and Natural Resources Research,CAS;School of Geography Science,Nanjing Normal University;;The Multi-Scale Comparison Between Chinese Inbound Tourism and Economic Growth Based on EEMD[J];Journal of Nanjing Normal University(Natural Science Edition);2015-03
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Qian Qihu;The Fourth Wave of Geotechnology[J];UNDERGROUND SPACE;1999-04
2 LI Qiang et al.;Influence of Shield Force Variation on Deformation of Ground Surface[J];Underground Space;2002-01
3 Hao Zhe et al;Study on Time Series Analytical Method for the Monitoring Data of Hanjialing Tunnel[J];Underground Space;2004-04
4 ZHU Yong-sheng~1,YANG Qi-xin~2(School of Civil Engineering,Southwest Jiaotong University,Chengdu 610031,P.R.China);Research on Displacement of Earth Surface Caused by Tunnel Construction[J];Chinese Journal of Underground Space and Engineering;2006-04
5 AN Hong-gang~(1,2), SUN Jun~2, HU Xiang-dong~2, ZHAO Qi-hua~31.Department of Civil Engineering, Jianghan University, Wuhan 430058, China;2.Department of Geotechnical Engineering, Tongji University, Shanghai 200092, China;3.College of Environment and Civil Engineering, Chengdu University of Technology, Chengdu 610059, China;Intelligent prediction of ground deformation by small samples in the shield tunnel construction[J];Journal of Chengdu University of Technology(Science & Technology Edition);2005-04
6 ZHONG Ping~(1,2),DING Xiao-li~1,ZHENG Da-wei~(1,3)(1. Department of Land Surveying and Geo-informatics, Hong Kong Polytechnic University, Kowloon,China; 2. Center for Geographic Information Engineering, Southwest Jiaotong University, Chengdu, 610031,China; 3. Shanghai Astronomical Observatory, Chinese Academy of Sciences, Shanghai 200030,China);Study of GPS Multipath Effects with Method of CVVF[J];Acta Geodaetica Et Cartographic Sinica;2005-02
7 PENG Li-min,LEI Ming-feng,SHI Cheng-hua,WU Zu-biao(School of Civil and Architectural Engineering,Central South University,Changsha 410075,China);Research and application of the same dimension gray recurrence technique for surface settlement prediction in tunnel[J];Journal of Railway Science and Engineering;2008-02
8 AI Ling-mei,WANG Jue (Key Laboratory of Biomedical Information Engineering,Ministry of Education,Xi'an Jiaotong University,Xi'an,Shaanxi 710049,China);Hand Tremor Recognition Using Bispectrum Analysis of Acceleration Signals and Support Vector Machine[J];Acta Electronica Sinica;2008-11
9 Liu Yanbin (Department of Mechanical Engineering);A New Linear Modeling Method for ARMA[J];Journal of Fuzhou University(Natural Sciences Edtion);1989-S1
10 ZHANG Yin-ping,LEI Zhen-yu,ZHOU Shun-hua(Key Laboratory of Road and Traffic Engineering of the Ministry of Education,Tongji University,Shanghai 200331,China);3-D Numerical Analysis of Influence Caused by Shallow Tunnel Excavation on Deformation of Ground Surface[J];Journal of East China Jiaotong University;2005-05
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