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Structural Damage Localization by Outlier Analysis of Signal-processed Mode Shapes:Analytical and Experimental Validation
- Source :
- Ulriksen, M D & Damkilde, L 2016, ' Structural Damage Localization by Outlier Analysis of Signal-processed Mode Shapes : Analytical and Experimental Validation ', Mechanical Systems and Signal Processing, vol. 68-69, no. February, pp. 1-14 . https://doi.org/10.1016/j.ymssp.2015.07.021
- Publication Year :
- 2016
-
Abstract
- Contrary to global modal parameters such as eigenfrequencies, mode shapes inherently provide structural information on a local level. Therefore, this particular modal parameter and its derivatives are utilized extensively for damage identification. Typically, more or less advanced mathematical methods are employed to identify damage-induced discontinuities in the spatial mode shape signals, hereby, potentially, facilitating damage detection and/or localization. However, by being based on distinguishing damage-induced discontinuities from other signal irregularities, an intrinsic deficiency in these methods is the high sensitivity towards measurement noise. In the present paper, a damage localization method which, compared to the conventional mode shape-based methods, has greatly enhanced robustness towards measurement noise is proposed. The method is based on signal processing of a spatial mode shape by means of continuous wavelet transformation (CWT) and subsequent application of a generalized discrete Teager–Kaiser energy operator (GDTKEO) to identify damage-induced mode shape discontinuities. In order to evaluate whether the identified discontinuities are in fact damage-induced, outlier analysis is conducted by applying the Mahalanobis metric to major principal scores of the sensor-located bands of the signal-processed mode shape. The method is tested analytically and benchmarked with other mode shape-based damage localization approaches on the basis of a free-vibrating beam and validated experimentally in the context of a residential-sized wind turbine blade subjected to an impulse load.
- Subjects :
- Engineering
Aerospace Engineering
02 engineering and technology
Classification of discontinuities
Impulse (physics)
01 natural sciences
Continuous wavelet
0203 mechanical engineering
Normal mode
Structural Health Monitoring
0103 physical sciences
Wavelet transformation
Outlier analysis
010301 acoustics
Civil and Structural Engineering
Signal processing
Damage localization
business.industry
Mechanical Engineering
Structural engineering
Computer Science Applications
020303 mechanical engineering & transports
Modal
Control and Systems Engineering
Generalized discrete Teager-Kaiser energy operator
Signal Processing
Outlier
Structural health monitoring
business
Algorithm
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Ulriksen, M D & Damkilde, L 2016, ' Structural Damage Localization by Outlier Analysis of Signal-processed Mode Shapes : Analytical and Experimental Validation ', Mechanical Systems and Signal Processing, vol. 68-69, no. February, pp. 1-14 . https://doi.org/10.1016/j.ymssp.2015.07.021
- Accession number :
- edsair.doi.dedup.....4caca406dbc75eb7d7eca2f37af18e1a
- Full Text :
- https://doi.org/10.1016/j.ymssp.2015.07.021