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基于模糊逻辑的碳纤维复合材料分层缺陷无损检测精选
Informatica 37 (2013) 359–366 359 Fuzzy Logic Based Delamination Detection in CFRP Panels Shanglei Li Dept. of Electrical and Computer Engineering, Southern Illinois University Carbondale, IL 62901, USA E-mail: shanglei@, /IMEL/ Anish Poudel and Tsuchin Philip Chu Dept. of Mechanical Engineering and Energy Process, Southern Illinois University Carbondale, IL 62901, USA Keywords: fuzzy logic, NDE, ultrasonic testing Received: January 31, 2013 This paper presents an intelligent interpretation of ultrasonic C-scan results for carbon-fiber-reinfo rced plastic (CFRP) panels by using fuzzy logic approach . Ultrasonic C-scan results have relatively low resolution and poor imaging quality in anisotropic composites due to the speckle noise produced by the interference of backscattered signals. In this study, fuzzy logic was implemented to accurately determ ine a defect’s shape and size and to avoid over-segmentation and under-segmentation. For this, first, a 3×3 mask was considered to define the central value and the mean value within the C-scan amplitude data. Then, five linguistic labels for the central value and mean value were defined as: very low, low, neutral, high, and very high so as to determine fuzzy sets for the fuzzy inference system (FIS). Combined with 25 fuzzy rules, the FIS was capable of making decision s based on fuzzy sets and fuzzy rules. Experimental results demonstrated this fuzzy logic method can detect the size and shape of sub-surface delamination correctly, and restrain the noises effectively. The authors believe this approach for automatic defect detection and classification can be an integral part of the development of an intelligent
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