Corrosion leakage risk diagnosis of oil and gas pipelines based on semi-supervised domain generalization model

Reliability Engineering & System Safety(2023)

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摘要
•A semi-supervised domain generalization leakage diagnosis method is proposed.•Laser optical sensing technology is applied on the pipeline leakage diagnosis.•IACGAN model and pseudo-label strategy are developed for feature extraction.•D-CapsNet classifier with metric learning is designed for cross-domain diagnosis.
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关键词
Pipeline leakage diagnosis, Potential leakage risk, Semi -supervised domain generalization, Laser optical sensing, Generative adversarial network, Capsule network
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