Title :
Robust parametrization for non-destructive evaluation of composites using ultrasonic signals
Author :
Bochud, Nicolas ; Gomez, Angel M. ; Rus, Guillermo ; Carmona, José L. ; Peinado, Antonio M.
Author_Institution :
Dept. of Struct. Mech., Univ. de Granada, Granada, Spain
Abstract :
Anticipating and characterizing damages in layered carbon fiber-reinforced polymers is a challenging problem. Non-destructive evaluation using ultrasonic signals is a well-established method to obtain physically relevant parameters to characterize damages in isotropic homogeneous materials. However, ultrasonic signals obtained from composites require special care in signal interpretation due to their structural complexity. In this paper, some enhancements on the interpretation are done by adapting classical parametrization techniques to extract relevant features from the ultrasonic signals. Thus, a cepstral-based feature extractor is firstly designed and optimized by using a classification system based on cepstral distances. Then, this feature extractor is applied in an analysis-by-synthesis scheme which, by using a numerical model of the specimen, infers the values of the damage parameters.
Keywords :
acoustic signal processing; feature extraction; fibre reinforced composites; ultrasonic applications; ultrasonic materials testing; carbon fiber-reinforced polymers; cepstral distances; composites; feature extraction; isotropic homogeneous materials; nondestructive evaluation; parametrization techniques; robust parametrization; signal interpretation; ultrasonic signals; Cepstrum; Feature extraction; Optimization; Signal processing; Ultrasonic variables measurement; Signal processing; feature extraction; nondestructive evaluation; ultrasonics;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5946850