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Modal-based vibrothermography using feature extraction with application to composite materials
- Source :
- Chi, X, Di Maio, D & Lieven, N 2020, ' Modal-based vibrothermography using feature extraction with application to composite materials ', STRUCTURAL HEALTH MONITORING, vol. 19, no. 4, pp. 967-986 . https://doi.org/10.1177/1475921719872415, Structural health monitoring, 19(4), 967-986. Sage
- Publication Year :
- 2020
-
Abstract
- This research focuses on the development of a damage detection algorithm based on modal testing, vibrothermography, and feature extraction. The theoretical development of mathematical models is presented to illustrate the principles supporting the associated algorithms, through which the importance of the three components contributing to this approach is demonstrated. Experimental tests and analytical simulations have been performed in laboratory conditions to show that the proposed damage detection algorithm is able to detect, locate, and extract the features generated due to the presence of sub-surface damage in aerospace grade composite materials captured by an infrared camera. Through tests and analyses, the reliability and repeatability of this damage detection algorithm are verified. In the concluding observations of this article, suggestions are proposed for this algorithm’s practical applications in an operational environment.
- Subjects :
- modal testing
Damage detection
Computer science
principal component analysis
Feature extraction
composite materials
Principal component analysis
Modal testing
Biophysics
Independent component analysis
02 engineering and technology
finite element analysis
Bristol Composites Institute ACCIS
damage detection
0203 mechanical engineering
Vibrothermography
Structural health monitoring
Mathematical model
business.industry
Mechanical Engineering
feature extraction
Finite element analysis
Pattern recognition
Composite materials
021001 nanoscience & nanotechnology
Finite element method
020303 mechanical engineering & transports
Modal
independent component analysis
infrared thermography
vibrothermography
Infrared thermography
Artificial intelligence
0210 nano-technology
business
Subjects
Details
- Language :
- English
- ISSN :
- 14759217
- Volume :
- 19
- Issue :
- 4
- Database :
- OpenAIRE
- Journal :
- Structural health monitoring
- Accession number :
- edsair.doi.dedup.....83e733db1459845edcaf6dd7cbeeea88