Research/ IN-SPACE SERVICING
Autoencoder-Based Anomaly Detection for an Active Debris Removal Spacecraft
Edward Gregson, Mae Seto
Autonomy, Task Planning & OperationsOpenAlex topic: Anomaly Detection Techniques and Applications · Rendezvous, Proximity Ops & DockingOpenAlex keyword: rendezvous maneuvers · Guidance, Dynamics & ControlOpenAlex topic: Fault Detection and Control Systems
Developing fault detection systems for active debris removal spacecraft will be necessary to protect against faults during rendezvous maneuvers. The proposed work investigates convolutional autoencoders with 1- and 2-dimensions to perform onboard anomaly detection during active debris removal missions.