Hai-Yan Cao

A Lightweight Attention-Enhanced Graph Neural Network for Anomaly Detection in Industrial IoT Time-Series Data

Industrial Internet of Things (IIoT) systems continuously produce multivariate time-series data for fault warning and predictive maintenance. Many deep anomaly detectors, however, use costly temporal encoders or dense dependency modeling. This paper presents a lightweight attention-enhanced graph neural network (LGAT)...