Engineering Applications of Artificial Intelligence

The proposed unsupervised anomaly detection system using bidirectional generative adversarial networks guided by assistive hints for marine autonomous systems with time series data collected by multiple sensors is successfully applied to detect anomalies in the nine test deployments.