期刊文献+

小波分析与神经网络在结构多处损伤监测中的应用 被引量:3

Dynamic response based multi-damage monitoring of shear-type structure using wavelet-neural network
下载PDF
导出
摘要 采用小波分析对获得的结构动力响应进行小波分解,根据各种响应信号对损伤的灵敏度选择损伤特征,从而识别结构多次出现损伤的时刻,实现对结构损伤时刻的监控;对结构第1层加速度响应信号做小波包分解,得到各频段能量的特征向量,作为特征参数输入到BP神经网络中实现结构多处损伤位置和程度识别。模拟算例表明,小波分析和BP神经网络联合运用能准确地诊断结构多处损伤的时刻、位置和程度,具有一定的可行性。 This paper decomposes the dynamics response of a structure using wavelet analysis method,and the damage character is selected by comparing the damage susceptibility of every response signal. By using wavelet packet decomposing, the quantity of energy over frequency band of the acceleration response of the first story is chosen as the characteristic vector to identify damage, and is used as input variable for BP neural network. The damage time and location in a shear-type structure are monitored using wavelet analysis and BP neural network. Numerical example shows that the position and degree of damage are accurately identified as well as the damage moment,which proves the proposed method is feasible.
出处 《四川建筑科学研究》 北大核心 2006年第3期67-71,共5页 Sichuan Building Science
关键词 损伤监测 小波分析 神经网络 结构健康监测 damage monitoring wavelet analysis neural network structural health monitoring
  • 相关文献

参考文献12

  • 1杜永峰,白莉,夏亚峰,李慧,尚九平,赵国藩.小震下隔震结构的随机响应及失效概率分析[J].兰州理工大学学报,2004,30(6):101-105. 被引量:19
  • 2杨福生著..小波变换的工程分析与应用[M].北京:科学出版社,1999:271.
  • 3徐长发,李国宽著..实用小波方法 第2版[M].武汉:华中科技大学出版社,2004:196.
  • 4Elkordy M F, Chang K C, Lee G C. Application of Neural Networks in Vibrational Signature Analysis[J]. Journal of Engineering Mechanics, 1994,120(2) :251-264. 被引量:1
  • 5董长虹..MATLAB小波分析工具箱原理与应用[M],2004.
  • 6闻新等编著..MATLAB神经网络仿真与应用[M].北京:科学出版社,2003:330.
  • 7陈祥光,裴旭东编著..人工神经网络技术及应用[M].北京:中国电力出版社,2003:128.
  • 8Chen S S, Kim S. Neural network based signal monitoring in a smart structural system [J]. Smart Structures and Materials, 1994,219( 1 ) : 176-186. 被引量:1
  • 9张根昌,吴并臻,刘跃峰.小波分析技术在地震信号噪声处理中的应用[J].矿冶,2003,12(1):89-92. 被引量:9
  • 10Wu X, Ghaboussi J, Garrett J H. Use of Neural Network in Detection of Structural Damage [J]. Computers & Structures, 1992,42(4) :649-659. 被引量:1

二级参考文献29

  • 1CHEN Gong(陈珙) WANG Bao-liang(王保良).YANG Jiang(杨江) LI Hai-qing(李海青).Application of wavelets transform to the fuzzy identification of gas-solid two-phase flow regimes(基于小波变换的气液两相流流型模糊辨识)[J].J Chem Eng of Chinese Univ(高校化学工程学报),1999,13(4):303-308. 被引量:1
  • 2彭玉华.小波变换与工程应用(修订版)[M].北京:科学出版社,2002.. 被引量:1
  • 3[美]催锦泰 程正兴译.小波分析导论[M].西安:西安交通大学出版社,1995.. 被引量:1
  • 4Bakshi B R, Zhong H, Jiang P, Fan L S. Analysis of flow in gas-liquid bubble columns using multi-resolution methods [J].Trans IChE, 1995, 73, Part A: 608-614. 被引量:1
  • 5Ran J, Mao Q, Li J, Lin W. Wavelet analysis of dynamic behavior in fluidized beds [J]. Chemical Engineering Science, 2001,56: 981-988. 被引量:1
  • 6Li J, Compromise and resolution--Exploring the multi-scale nature of gas-solid fluidization [J]. Powder Technology, 2000, 111:50-59. 被引量:1
  • 7Lu X, Li H. Wavelet analysis of pressure fluctuation signals in a bubbling fluidized bed [J]. Chemical Engineering Journal,1999, 75:113-119. 被引量:1
  • 8Zhou H, Lu J, Lin L. Turbulence structure of the solid phase in transition region of a circulating fluidized bed [J]. Chemical Engineering Science, 2000, 55: 839-847. 被引量:1
  • 9He Z, Zhang W, He K, Chen B. Modeling pressure fluctuations via correlation structure in a gas-solids fluidized bed [J]. AIChE J, 1997, 43(7): 1914-1920. 被引量:1
  • 10Daubechies I. Orthonormal bases of compactly supported wavelets [J]. Comm Pure Appl Math, 1988, 41 : 909-996. 被引量:1

共引文献64

同被引文献35

引证文献3

二级引证文献3

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部