Experimental study of structural damage identification based on WPT and coupling NN

来源 :浙江大学学报A(英文版) | 被引量 : 0次 | 上传用户:februaryliao
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
Too many sensors and data information in structural health monitoring system raise the problem of how to realize multi-sensor information fusion. An experiment on a three-story frame structure was conducted to obtain vibration test data in 36damage cases. A coupling neural network (NN) based on multi-sensor information fusion is proposed to achieve identification of damage occurrence, damage localization and damage quantification, respectively. First, wavelet packet transform (WPT) is used to extract features of vibration test data from structure with different damage extent. Then, data fusion is conducted by assembling feature vectors of different type sensors. Finally, three sets of coupling NN are constructed to implement decision fusion and damage identification. The results of experimental study proved the validity and feasibility of the proposed methodology.
其他文献
A theoretical model for calculation of the sample temperature during straight-line nitrogen ion implantation was established based on the results of experiment
This paper presents a new design of robust optimal controller for multivariable system. The row characteristic functions of a linear multivariable system and dy
Interleukin 12 (IL-12) and/or interleukin 18 (IL-18) gene ablated mice were applied for the investigation of the tissue expression of interferon γ (IFN-γ). Fo
MAP kinases are evolutionarily conserved signaling regulators from budding yeast to mammals and play essential roles in both innate and adaptive immune response
Effects of doubled CO2 and O3 concentration on Soybean were studied in open-top chambers (OTC). Under doubled CO2 concentration, grain yield and biomass increas
Let Hn be the set of real algebraic polynomials of degree n, whose zeros all lie in the interval [-1,1 ]. The well known Turan type inequalities tell us that fo
Permanent Magnet Synchronous Motor model can exhibit a variety of chaotic phenomena under some choices of system parameters and external input. Based on the pro
In this paper, two new kinds of B-basis functions called algebraic hyperbolic (AH) Bezier basis and AH B-Spline basis most optimal properties as those of the Be
An experimental study on heat transfer and resistance coefficients of linearly arranged smooth and spirally corrugated tube bundles in cross-flow was performed.
当前我国的水工监理工作虽然得到了一定程度上的发展和进步,但是在实际的监理过程中仍然存在着很多的问题,这些问题直接影响着我国水利工程建设的质量.文章介绍了水利工程监