A new comprehensive monitoring and diagnostic approach for early detection of mechanical degradation in helicopter transmission systems

•The transmission system embeds multiple components that are constantly monitored;•Ad-hoc health indexes are extracted from their vibration signature and analyzed;•An ensemble of autoencoders learns the each component's indexes standard behavior;•Anomalies are accurately detected, also reporting the responsible component.