期刊文献+

Impact Damage Identification for Composite Material Based on Transmissibility Function and OS-ELM Algorithm

下载PDF
导出
摘要 A method is proposed based on the transmissibility function and the OnlineSequence Extreme Learning Machine (OS-ELM) algorithm, which is applied to theimpact damage of composite materials. First of all, the transmissibility functions of theundamaged signals and the damage signals at different points are calculated. Secondly,the difference between them is taken as the damage index. Finally, principal componentanalysis (PCA) is used to reduce the noise feature. And then, input to the online sequencelimit learning neural network classification to identify damage and confirm the damagelocation. Taking the amplitude of the transmissibility function instead of the accelerationresponse as the signal analysis for structural damage identification cannot be influencedby the excitation amplitude. The OS-ELM algorithm is based on the ELM (ExtremeLearning Machine) algorithm, in-creased training speed also increases the recognitionaccuracy. Experiment in the epoxy board shows that the method can effectively identifythe structural damage accurately.
出处 《Journal of Quantum Computing》 2019年第1期1-8,共8页 量子计算杂志(英文)
  • 相关文献

参考文献2

二级参考文献12

  • 1孙祥,徐流美,吴清.MATLAB7.0基础教程[M].北京:清华大学出版社,2005.
  • 2Maia N M M, Silva J M M, Ribeiro A M R. The transmissibility concept in multidegree-of-freedom systems [ J ]. Mechanical Systems and Signal Process- ing. 2001,15(1) :129-137.
  • 3Zhang H, Schulz M J, Ferguson F. Structural health monitoring using transmittance functions [ J ]. Me- chanical Systems and Signal Processing, 1999, 13 ( 5 ) :765-787.
  • 4Zhu D P, Yi X H, Wang Y, et al. Mobile sensor networks: a new approach for structural health moni- toring [ C]. Structures Congress, 2010 : 159-168.
  • 5Devriendt C,Presezniak F, Sitter G D, et al. Struc- tural health monitoring in changing operational condi- tions using transmissibility measurements [ J ]. Shock and Vibration, 2010,17 : 651-675.
  • 6Steenackers G, Devriendt C, Guillaume P. On the use of transmissibihty measurements for finite element model updating[J]. Journal of Sound and Vibration, 2007,303:707-722.
  • 7Meruane V, Model updating using antiresonant fre-quencies identified from transmissibility functions [ J]. Journal of Sound and Vibration, 2007,303: 707 -722.
  • 8Johnson E A, Lam H F, Katafygiotis L S, et al. A benchmark problem for structural health monitoring and damage detection [ C ]. Proceedings of the Engi- neering Mechanics Specialty Conference, Austin. Texas, May, 2000.
  • 9顾建祖,郝文峰,骆英,汤灿.基于固有模态函数振动传递率的结构损伤识别[J].建筑科学与工程学报,2011,28(1):27-32. 被引量:12
  • 10何伟,何容.基于动力学特性的结构损伤识别研究进展[J].铁道建筑,2012,52(2):28-31. 被引量:7

共引文献5

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