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Dan-Dan Liu

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Open access Sep 2026

State-conditioned association learning for unsupervised anomaly detection in industrial measurements

Normal temporal dependencies in multichannel industrial measurements vary across operating conditions and may contain recurring lag structures caused by delayed process dynamics. A state-invariant current association and a mainly local temporal reference may therefore confound normal regime variation with anomaly-relat...

Shi-Yu Hu, Dan-Dan Liu · 0 citations

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