Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Earthquake Engineering and Engineering Vibration》 2008-04
Add to Favorite Get Latest Update

Structural damage detection based on EMD method and RBF neural network

CHENG Lei1,QU Weilian2(1.Research Institute of Structural Engineering and Disaster Reduction,Tongji University,Shanghai 200092,China;2.Hubei Key Laboratory ofRoadway Bridge and Structure Engineering,Wuhan University of Technology,Wuhan 430070,China)  
Aiming at three independent detection processes carried out according to certain order of sequence,identification,orientation and severity estimation of structural damage,a combination detection method that can carry out the above three processes simultaneously was put forward.Firstly,this method adopted the empirical mode decomposition(EMD) method to decompose the top-story seismic acceleration response of a three-story shear reinforced concrete building under several damage conditions into some intrinsic mode function(IMF) components.Then the damage identification vectors were constituted by using IMF components and original acceleration responses not decomposed by EMD method.Those damage identification vectors were used as input characteristic parameters for radial basic function neural network(RBFNN) to detect structural damage.The concrete step of this combination detection method was given,and the numerical simulation experiment demonstrated its feasibility and validity.
【Fund】: 国家自然科学基金项目(50378074)
【CateGory Index】: TU312.3
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 9 Hits
1 QU Wei-lian~(1),TAN Dong-mei~(1), Wang Jing~(1), Teng Jun~(2) (1.Institute of Civil Engineering and Architecture , Wuhan University of Technology, Wuhan 430070,China;2.The Shenzhen Graduate School, Harbin Institute of Technology, Shenzhen, China);Finite element model correction of large space truss structure based on neural net[J];Earthquake Engineering and Engineering Vibration;2003-04
2 Sun Zengshou~(1,2), Han Jiangang~(1),Ren Weixin~(1)(1.Department of Civil Building Engineering, Fuzhou University,Fuzhou 350002, China; 2.Department of Civil Engineering,Zhengzhou University, Zhengzhou 450002, China);Damage location identification of structures based on curvature mode and wavelet transform[J];Earthquake Engineering and Engineering Vibration;2005-04
3 Qu Weilian,Qin Wenke(Hubei Key Laboratory of Roadway Bridge & Structure Engineer,Wuhan University of Technology,Wuhan 430070,China);Updating fuzzy-pattern identification approach to flange-joint bolted looseness damage in transmission tower structures[J];Earthquake Engineering and Engineering Vibration;2006-06
4 YAN Guirong,DUAN Zhongdong,OU Jinping(School of Civil Engineering,Harbin Institute of Technology,Harbin 150090,China);Review on structural damage detection based on vibration data[J];Journal of Earthquake Engineering and Engineering Vibration;2007-03
5 HE Xiao-ling (College of Information Science and Technology,Fuzhou University,Fuzhou, Fujian 350002, China);A modal of feed-forward meural net for time series forecasting[J];Journal of Fuzhou University(Natural Sciences Edtion);2001-04
6 YANG Zhichun;YU Zhefeng Department of Aeronautical Structural Engineering, Northwestern Polytechnical University Xi'an 710072, China;PROGRESS OF DAMAGE DETECTION FOR STRUCTURAL HEALTH MONITORING[J];Advances In Mechanics;2004-02
7 Zong Zhouhong Ren Weixin Ruan Yi (Fuzhou University);RECENT ADVANCES IN RESEARCH ON DAMAGE DIAGNOSIS FOR CIVIL ENGINEERING STRUCTURES[J];China Civil Engineering Journal;2003-05
8 QU Wei-lian~1 CHENG Lei~1(1.Hubei Key Laboratory of Roadway Bridge & Structure Eng.,WUT,Wuhan 430070,China);Disposal of Boundary Problem in EMD Method Applying RBF Neural Network[J];Journal of Huazhong University of Science and Technology(Urban Science Edition);2006-04
9 Wang Baisheng 1 Ni Yiqing 2 Ko Janming 2 ( 1Department of Civil Engineering, Zhejiang University Hangzhou, 310027) ( 2Department of Civil and Structural Engineering, The Hong Kong Polytechnic University Hong Kong);Structural Damage Localization Using Probabilistic Neural Network[J];Journal of Vibration Engineering;2001-01
Chinese Journal Full-text Database 10 Hits
1 WANG Li-heng,ZHOU Xi-yuan,YAN Wei-ming(Municipal Key Laboratory of Earthquake Engineering and Structural Retrofit,Beijing University of Technology,Beijing 100022,China);Some recent advances on damage detection methodology of structures[J];Building Science Research of Sichuan;2005-06
2 ZHOU Lili,CAO Guo,ZHANG Xin(Civil Engineering and Architecture Institute,Southwest University of Science and Technology,Mianyang 621010,China);Structural static multiple damage detection based on average strain of cell[J];Sichuan Building Science;2007-06
3 GAN Xin-hua1,SHI Yong1,LIN Bao-guo1,2(1.School of Resources and Environmental Engineering,Hefei University of Technology,Hefei 230009,China;2.Anhui Lvhua Environment Science and Technology Development Co.,Ltd.,Hefei 230061,China);Application of BP Neural Network Based on MATLAB Toolbox to the Evaluation of Atmosphere Environmental Quality[J];Anhui Chemical Industry;2008-05
4 YANG Bao-hua(School of Information and Computer Science,Anhui Agricultural University,Hefei 230036);Weight prediction of watermelon seeds based on BP neural network[J];Journal of Anhui Agricultural University;2008-04
5 XUE Gang~(1,2),XU You-jun~1,ZHAI Yao-fei~1 (1.Architecture and Civil Engineering School,UST Inner Mongolia,Baotou 014010,China;2.Civil and Environment Engineering school,University of Science and Technology Beijing,Beijing 100083,China);Application of structure dynamic detection in engineering monitoring[J];Journal of Baotou University of Iron and Steel Technology;2005-01
6 YIN Dan(1,2),SU Xiao-si(1,2),LI Yan-ge(3),FENG Yu-ming(4) 1.Institute of Water Resources and Environment,Jilin University,Changchun 130026,China 2.College of Environment and Resources,Jilin University,Changchun 130026,China 3.Nanjing Hydraulic Research Institute,Nanjing 210029,China 4.Taiyuan Water Conservancy Bureau,Taiyuan 030002,China;Usage of Artificial Neural Networks Technique in Karst Water Recoverable Reserve Evaluation——Give an Example of Shanxi Jinci Spring[J];Journal of Jilin University(Earth Science Edition);2006-S1
7 DENG Bo,LI Jian,SUN Tao,ZHANG Jin-sheng,WANG Hui-dong(College of Electronics & Information Engineering,SCU,Chengdu 610064,China);Mobile telephone traffic prediction model based on neural network[J];Journal of Chengdu University of Information Technology;2008-05
8 DIAO Xiu-mu1,2(1.Department of Information,Ocean University of China,Qingdao 266071,China;2.Department of Information and control Engineering,Weifang University,Weifang 261061,China);Research of Non-linear Correction of Sensor Based on GRNN[J];Journal of Chongqing Institute of Technology(Natural Science);2008-10
9 YU Ling~1,WAN Zu-yong~(1,2),XU De-yi~1,ZHU Hong-ping~2(1.Yangtze River Scientific Research Institute,Wuhan 430010,China;2.Huazhong University of Science and Technology,Wuhan 430074,China);Advances on Intelligent Health Monitoring for Hydraulic Steel Structures[J];Journal of Yangtze River Scientific Research Institute;2005-05
10 Fan Yanyan,Li Ziqi;Study of Damage Distinguishing of Suspension Bridge Base on BP Nerve Network Algorithm[J];Urban Roads Bridges & Flood Control;2008-06
China Proceedings of conference Full-text Database 10 Hits
1 Zhang Weiwei Wang Zhihua Ma Hongwei Institute of Applied Mechanics,Taiyuan University of Technology,Taiyuan,030024 China;Damage detection of beam-structure using wavelet transform[A];[C];2005
2 ZHANG Liang,YU Feng,FU Bo,XU Lin (Chengdu Aircraft Design & Research Institute,Chengdu 610041,China);Test Method of Synchronous Heating Control and Temperature Measurement for Non-Singleness Configuration Structure[A];[C];2008
3 HUANG Jian-fei,SHU Zhou,SHI Ji-hong (China Helicopter Research and Development Institute,Jingdezhen 333001,China);Design of Visual System for Helicopter Control System Test[A];[C];2008
4 HU Xi-zhi (Aircraft Strength Research Institute of China,Xi'an 710065,China);Measurement and Analysis of Characteristic of Absorptive Material With Fuselage Acoustic Testing Platform[A];[C];2008
5 LI Xin-min,LIU Zheng-jiang (The 602th Institute National Key Laboratory of Rotorcraft Aeromechanics,Jingdezhen 333001,China);Design of Rotor Test Synchronized Data Acquisition System Based on VXI Bus[A];[C];2008
6 ZHANG Rong,QIN Hao-ming,LI Jun-zhao (Aircraft Strength Research Institute of China,AVIC I,Xi'an 710065,China);Application Research of Acoustic Pressure Method in Aircraft Fuselage Sound Insulation Experimentation[A];[C];2008
7 HUANG Chun-feng,HOU Min-jie (China Gas Turbine Establishment,Jiangyou 621703,China);Technology for Measurement of Blade Tip Clearance in an Aeroengine[A];[C];2008
8 ZHANG Xing,MA Chun-wu,XUE Xiu-sheng,ZHANG Yu-xin (Shenyang Aeroengine Research Institute,AVIC I,Shenyang 110015,China);Research on High-Speed Rotating Component Temperature Measurement And Signal Transmission Technology Based on VXI Bus[A];[C];2008
9 HE Tian~1,WANG Li-qing~2,LIU Xian-dong~1,ZHU Yong-bo~2 (1.School of Transportation Science and Engineering,Beijing University of Aeronautics and Astronautics, Beijing 100083,China;2.Raise Science Co.,Ltd.,Beijing 100022,China);Signal Processing Mechanism Based on Singularity Value Decomposition And Its Application[A];[C];2008
10 ZHANG Li,WU Xing-suo (Xi'an Aero-Engine(Group) Ltd.,Xi'an 71002,China);Study on Measuring System of Inner Profile of an Engine LPT Long Shaft[A];[C];2008
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Yang Jianliang Xiang Qing Huang Dexiu (Huazhong University of Science and Technology,Wuhan) Guo Zhaohua(Xiangtan University);A Novel Non Destructive Evaluation Method of Structure State in Composite Material[J];JOURNAL OF MATERIALS ENGINEERING;1997-10
2 JU Yan zhong,SHENG Yan,CHEN Jing yan,CHEN Jian hua,YANG Xiang jiang (Department of Architectual and Civil Engineering,Northeast China Institute of Electric Power Engineering,Jilin city 132012);Structural Damage Detection Based on Updating the Finite Element Models of Structures[J];Journal of Northeast China Institute of Electric Power Engineering;2000-04
3 QU Wei-lian, CHEN Wei (College of Civil Engineering and Architecture. Wuhan University of Technology. Wuhan 430070, China);Seismic damage diagnosis of frame structure using artificial neural network[J];Earthquake Engineering and Engineering Vibration;2002-01
4 QU Wei lian, CHEN Chao, WANG Jing (Institute of Civil Engineering and Architecture of Wuhan University of Technology, Wuhan 430070, China);Instantaneous stress field identification for bracket of roof latticed truss structure in Shenzhen Citizens Center[J];Earthquake Engineering and Engineering Vibration;2002-04
5 LI Hong nan 1,LI Dong sheng 1,ZHAO Bai dong 2 (1.State Key Laboratory of Coastal and Offshore Engineering, Dalian University of Technology, Dalian 116024,China;2.Dept. of Civil Engr., Shenyang Architectural and Civil Engineering Institute, Shenyang 110015,China);Progress in study and application of smart health monitoring method by fiber optic sensor in civil engineering[J];Earthquake Engineering and Engineering Vibration;2002-06
6 LI Hongnan1,SUN Hongmin2(1.Dalian University of Technology,Dalian 116024,China;2.Shenyang Architectural and Civil Engineering Institute,Shenyang 110015,China);Damage diagnosis of framework structure based on wavelet packet analysis and neural network[J];Earthquake Engineering and Engineering Vibration;2003-05
7 Sun Zengshou~(1,2), Han Jiangang~1,Ren Weixin ~1 (1.Department of Civil Engineering, Fuzhou University,Fuzhou 350002, China; 2.Department of Civil Engineering,Zhengzhou University,Zhengzhou 450002,China);State-of-the-art research and development of wavelet analysis based structural damage detection[J];Earthquake Engineering and Engineering Vibration;2005-02
8 Yan Weiming,Wang Zhuo,He Haoxiang,Ma Hua,Zhang Weidong(Beijing Laboratory of Earthquake Engineering and Structural Retrofit,Beijing University of Technology,Beijing 100022,China);Damage diagnosis of spacial grid structures based on wavelet packet decomposing and fuzzy clustering[J];Earthquake Engineering and Engineering Vibration;2006-02
9 GAI Qiang 1,2 , MA Xiao jiang 1, ZHANG Hai yong 1,2 , ZOU Yan kun 1 ( 1. Vibration Eng. Inst., Dalian Univ. of Technol., Dalian 116024, China; 2. Simulation Cent., Dalian Naval Acad., Dalian 116018, China );New method for processing end effect in local wave method[J];Journal of Dalian University of Technology;2002-01
10 SHANG Lei 1, XU Yong Yong 1, HOU Ru Lan 2, ZHANG Shui Ping 3, ZHOU Yin Rong 3, CHEN Chang Sheng 1 1Department of Health Statistics, Faculty of Preventive Medical , Fourth Military Medical University, Xi'an 710033, China, 2De;Using cubic smoothing spline fitting height centile curves for children aged 0~18 years in Xi'an[J];Journal of The Fourth Military Medical University;2001-16
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved