吉林大学学报(工学版) ›› 2011, Vol. 41 ›› Issue (增刊2): 164-169.

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Damage identification of urban overpasses based on static strain data and neural networks optimized by genetic algorithm

GONG Ya-feng, CHENG Yong-chun, JIAO Yu-bo   

  1. College of Transportation, Jilin University, Changchun 130022, China
  • Received:2011-02-19 Online:2011-09-30 Published:2011-09-30

Abstract:

A damage identification strategy of urban overpass bridges was proposed in this paper.The weight and bias values of neural networks were optimized by genetic algorithm,the static strain ratio was selected as the input variable of neural networks,while the vulnerable sections were considered as the research objects.The damage localization and severity identification ability was discussed based on the numerical simulation of the left auxiliary bridge of Qianjin Street overpass in Changchun.The simualtion results indicate that the proposed method can achieve the damage localization with single and multiple damage locations,the error of damage severity identification is within 3%.Moreover,the ability of interpolation is superior to extrapolation of the presented method.

Key words: bridge engineering, damage identification, neural networks optimized by genetic algorithm, urban overpass, strain ratio

CLC Number: 

  • U441.4


[1] 张启伟,范立础.利用动静力测量数据的桥梁结构损 伤识别研究
[J].同济大学学报,1998,26(5):528- 531. Zhang Qi-wei,Fan Li-chu.Damage detection forb ridge structures based on dynamic and static measurementsp
[J].Journal of Tongji University,1998, 26(5):528-531.

[2] Patil D P,Maiti S K.Detection of multiple cracks using frequency measurements
[J].Journal of Engineering Fracture Mechanics,2003,70:1553-1572.

[3] Doebling S W,Farrar C R,Prime M B,et al.A review of damage identification methods that examine changes in dynamic properties
[J].Shock and Vibration Dig,1998,30(2):91-105.

[4] Cawley P,Adams R D.The location of defects ins tructures from measurements of natural frequencies
[J].Journal of Strain Analysis,1979,14(2):49-57.

[5] 赵玲,李爱群畅基于单元应变能变化率的结构损伤 识别方法
[J].东南大学学报:自然科学版,2007,37 (6):1052-1056. Zhao Ling,Li Ai-qun.Structural damage identification method based on elemental strain energy changer atio
[J].Journal of Southeast University(Natural Science Edition),2007,37(6):1052-1056.

[6] Chandrashekhar M,Ganguli R.Damage assessment of structures with uncertainty by using mode-shape curvatures and fuzzy logic
[J].Journal of Sound and Vibration,2009,326:939–957.

[7] 陈晓强,朱宏平,王丹生.基于应变测试数据的梁结 构损伤识别
[J].华中科技大学学报:城市科学版, 2008,25(4):207-210. Chen Xiao-qiang,Zhu Hong-ping,Wang Dan-sheng.D amage detection for beam structures based on straint est data
[J].Journal of HUST(Urban Science Edition),2008,25(4):207-210.

[8] 寇晓娜.基于挠度影响线的桥梁结构损伤识别方法 初步研究
[D].重庆:重庆交通大学土木建筑学院, 2008. Kou Xiao-na.Preliminary research on damage identification of bridge structures based on influence line of displacement
[D].Chongqing:College of Architecture,Chongqing Transportation University,2008.

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