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...