Shimming analysis of Carbon-Fiber Composite Materials with Eddy Current Testing

被引:0
|
作者
D'Angelo, Gianni [1 ]
Cavaccini, Giovanni [2 ]
Rampone, Salvatore [1 ]
机构
[1] Univ Sannio, Dept Law Econ Management & Quantitat Methods DEMM, Benevento, Italy
[2] DARES Srls, Piazza Umberto I 7, I-80032 Casamarciano, NA, Italy
关键词
Carbon-fiber reinforced plastic; CFRP; carbon-fiber composite materials; shimming; non-destructive testing (NDT); eddy current testing (ECT); Machine Learning classifier; SUPPORT VECTOR MACHINE; FEATURE-EXTRACTION; AIRCRAFT; DESIGN;
D O I
暂无
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
This paper investigates the use of the Eddy Current Testing (ECT) for detecting gaps between carbon-fiber composite materials, caused by overlapping of assembly parts with geometrical variations. To this purpose, we use two overlapped carbon-fiber reinforced plastic (CFRP) tapes, while an increasing number of PVC sheets are placed between these tapes to vary the thickness of the gaps. Several experiments are carried out. For everyone, and for each considered gap, three ECT response parameters are extracted. The obtained data are used to train different machine learning-based classifiers to distinguish the gaps. Their validation, assessed through the 10-fold cross validation technique, proves the effectiveness of ECT as gaps detector for CFRP materials.
引用
收藏
页码:68 / 73
页数:6
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