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Open access Nov 2026

Reducing false alarms in crackmeter-based early warning of small-scale slope deformation via deep learning-driven asynchronous displacement–rainfall data fusion

Real-time crackmeter-based deformation monitoring systems for small-scale rainfall-affected slopes suffer from high false alarm rates. Across multi-slope monitoring settings, threshold-based alerts are vulnerable to noise, while conventional denoising and prediction-based validation methods remain limited in automate...

Shu-Bing Ouyang, Dai-Chao Li, Min-Jiang Liu et al. · 0 citations

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