Implementing Noise, Multi-Frequency Stimulus, and Realtime Analysis to Nonlinear Model Tracking

TA Doughty, LJ Cassidy, SM Danforth - … 8: Proceedings of the 2016 Annual …, 2017 - Springer
TA Doughty, LJ Cassidy, SM Danforth
Fracture, Fatigue, Failure and Damage Evolution, Volume 8: Proceedings of the …, 2017Springer
Crack initiation in a cantilevered beam subject to harmonic excitation near the beam's
second natural frequency has been determined using Nonlinear Model Tracking (NMT), a
health monitoring technique. This method assumes a second order nonlinear differential
equation model with cubic stiffness; the nonlinear parameter is tracked until catastrophic
failure using a Continuous Time based System Identification. Previous research has shown
that significant change in the value of the nonlinear parameter indicates the system's …
Abstract
Crack initiation in a cantilevered beam subject to harmonic excitation near the beam’s second natural frequency has been determined using Nonlinear Model Tracking (NMT), a health monitoring technique. This method assumes a second order nonlinear differential equation model with cubic stiffness; the nonlinear parameter is tracked until catastrophic failure using a Continuous Time based System Identification. Previous research has shown that significant change in the value of the nonlinear parameter indicates the system’s transition from healthy to unhealthy. This study introduced Gaussian noise into the raw stimulus and response data at various signal-to-noise ratios. The results were compared with those of the original data to highlight the technique’s effectiveness in determining a change in the system’s health. The model’s robustness was also investigated by exciting the system at a range of frequencies near resonance, and the results of this test were compared to results from excitation at a single frequency. New methods of identifying crack formation in the beam were also implemented. The raw acceleration response data was plotted next to the nonlinear parameter in real time, and the system’s natural frequency was recorded before and after crack initiation.
Springer
以上显示的是最相近的搜索结果。 查看全部搜索结果

Google学术搜索按钮

example.edu/paper.pdf
搜索
获取 PDF 文件
引用
References