Structural Damage Localization by Outlier Analysis of Signal-processed Mode Shapes: Analytical and Experimental Validation

Martin Dalgaard Ulriksen, Lars Damkilde

Publikation: Bidrag til tidsskriftTidsskriftartikelForskningpeer review

26 Citationer (Scopus)

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 on the basis of a free-vibrating beam and experimentally in the context of a residential-sized wind turbine blade subjected to an impulse load.
OriginalsprogEngelsk
TidsskriftMechanical Systems and Signal Processing
Vol/bind68-69
Udgave nummerFebruary
Sider (fra-til)1-14
Antal sider14
ISSN0888-3270
DOI
StatusUdgivet - 2016

Emneord

  • Structural Health Monitoring
  • Damage localization
  • Wavelet transformation
  • Generalized discrete Teager-Kaiser energy operator
  • Outlier analysis

Fingeraftryk

Dyk ned i forskningsemnerne om 'Structural Damage Localization by Outlier Analysis of Signal-processed Mode Shapes: Analytical and Experimental Validation'. Sammen danner de et unikt fingeraftryk.

Citationsformater