2018
DOI: 10.1088/1361-6501/aad468
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A quantitative detection method for stress corrosion cracks in turbine discs using a BPSO-RBFNN model

Abstract: Stress corrosion cracks are a huge potential security problem for steam turbine discs, and the quantitative detection of the initial cracks is significant for estimating the safety factor and the service life of the turbine discs. In this paper, the initial corrosion cracks are detected using the ultrasonic phased array, and a binary particle swarm optimization-radial basis function neural network (BPSO-RBFNN) model is proposed for the quantitative evaluation of small cracks in the early corrosion stage. The e… Show more

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Cited by 6 publications
(2 citation statements)
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“…The stress gradually accumulates under the action of external loads during the operation of the basin insulators. When the stress exceeds the mechanical strength, cracks will easily form and lead to air leakage, partial discharge, insulation ablation, and flashover [9,10]. The failure rate of GIS due to the insulation problem reached 69%, in a certain region in China from 2010 to 2018 [11].…”
Section: Introductionmentioning
confidence: 99%
“…The stress gradually accumulates under the action of external loads during the operation of the basin insulators. When the stress exceeds the mechanical strength, cracks will easily form and lead to air leakage, partial discharge, insulation ablation, and flashover [9,10]. The failure rate of GIS due to the insulation problem reached 69%, in a certain region in China from 2010 to 2018 [11].…”
Section: Introductionmentioning
confidence: 99%
“…The sound wave propagates in three principal modes that are based on the way the particle oscillates. During the last two decades, there have been many advances in the field of ultrasonic testing [4]. Newer techniques such as time of flight diffraction, phased array ultrasonic testing (PAUT), and guided wave testing, etc, have emerged [5].…”
Section: Introductionmentioning
confidence: 99%