Title :
Automated defect localization via low rank plus outlier modeling of propagating wavefield data
Author :
Gonella, Stefano ; Haupt, Jarvis
Author_Institution :
Dept. of Civil Eng., Univ. of Minnesota, Minneapolis, MN, USA
Abstract :
This work proposes an agnostic inference strategy for material diagnostics, conceived within the context of laser-based nondestructive evaluation methods which extract information about structural anomalies from the analysis of acoustic wavefields measured on the structure´s surface by means of a scanning laser interferometer. The proposed approach couples spatiotemporal windowing with low rank plus outlier modeling, to identify a priori unknown deviations in the propagating wavefields caused by material inhomogeneities or defects, using virtually no knowledge of the structural and material properties of the medium. This characteristic makes the approach particularly suitable for diagnostics scenarios in which the mechanical and material models are complex, unknown, or unreliable. We demonstrate our approach in a simulated environment using benchmark point and line defect localization problems based on propagating flexural waves in a thin plate.
Keywords :
nondestructive testing; plates (structures); acoustic wavefields; automated defect localization; laser-based nondestructive evaluation methods; line defect localization problems; low rank plus outlier modeling; material diagnostics; material inhomogeneity; material models; material properties; mechanical models; propagating flexural waves; propagating wavefield data; scanning laser interferometer; simulated environment; spatiotemporal windowing; structural anomaly; structural properties; structure surface; thin plate; Acoustics; Data models; History; Material properties; Spatiotemporal phenomena; Vectors;
Journal_Title :
Ultrasonics, Ferroelectrics, and Frequency Control, IEEE Transactions on
DOI :
10.1109/TUFFC.2013.2854