TRACE: Temporal Reconstruction with Aligned Context Explanations for anomaly detection in building energy systems
Anomaly detection in building management systems (BMS) presents two challenges: context-agnostic thresholding, in which a single global threshold cannot simultaneously accommodate high-load weekday peaks and low-load weekend periods, and unfaithful temporal attribution, in which explanation maps are decoupled from the...