Title: Classification of ultrasonic echo signals to detect embedded defects in carbon fibre reinforced plastic laminates
Authors: Anish Poudel; Raghuveer Kanneganti; Shanglei Li; Lalit Gupta; Tsuchin P. Chu
Addresses: Department of Mechanical Engineering and Energy Processes, Southern Illinois University, 1230 Lincoln Dr., MC 6603, Carbondale, IL 62901, USA ' McGraw-Hill Education CTB, Monterey, CA 93940, USA ' Link Engineering Company, Plymouth, MI 48170, USA ' Department of Electrical and Computer Engineering, Southern Illinois University, 1230 Lincoln Dr., MC 6603, Carbondale, IL 62901, USA ' Department of Mechanical Engineering and Energy Processes, Southern Illinois University, 1230 Lincoln Dr., MC 6603, Carbondale, IL 62901, USA
Abstract: Ultrasonic non-destructive evaluation (NDE) technique is a commonly applied tool for the inspection of composite structures. But, it is very difficult to discern ultrasonic echo signals arising from different flaws in composites, thus making the damage characterisation process very difficult. In this paper, a parametric classification approach based on nearest mean is developed to automatically characterise defective ultrasonic echo signals. The study employed three different composite laminate test standards with the following simulated defects: impact damage, foreign object inclusion, and porosity. To test the classification strategy, 100 time-domain 5 MHz ultrasonic echo signals were acquired for each type of defect and from non-defect areas on composite laminates. The signals were start-point aligned using cross-correlation to improve the estimation of the means and to improve the classification accuracy during testing. Through extensive testing it is demonstrated that classification accuracies exceeding 98% are possible using this classification approach.
Keywords: ultrasonic NDE; nondestructive evaluation; nearest mean classifier; signal classification; carbon fibre reinforced composites; CFRP; porosity; delamination; foreign object inclusions; embedded defects; plastic laminates.
International Journal of Microstructure and Materials Properties, 2015 Vol.10 No.3/4, pp.216 - 230
Available online: 07 Nov 2015 *Full-text access for editors Access for subscribers Purchase this article Comment on this article