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Fail-safe sensordistributions for impact detection in composite materials

机译:Fail-safe sensordistributions for impact detection in composite materials

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摘要

This paper studies the problem of optimal sensor placementfor impact detection and location in composite materials. The studyinvolves a simple impact experiment on a composite box panel. Thetime-varying strain data are measured using piezoceramic sensors. Aneffective impact detection procedure is established using a neuralnetwork approach. The procedure determines the location andamplitude of impacts. A genetic algorithm is used to determine theoptimum sensor positions for a diagnostic system. The main objectof the paper is to studyfail-safedistributions, i.e.thosewhose sub-distributions also have a low probability of detectionerror. The results are validated against an exhaustive search. Thestudy shows that genetic algorithms combined with neural networkscan be effectively used to find near-optimal sensor distributionsfor damage detection. The methods presented are generic and can beused in similar sensor position problems.

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