On-Board Anomaly Detection on a Flight-Ready System
2023 European Data Handling & Data Processing Conference (EDHPC)(2023)
摘要
Within the scope of an ESA funded activity, Airbus Defence and Space GmbH completed a research and development study in order to provide a novel dataset to ESA and develop a flight-ready system for on-board anomaly detection. This work includes the extraction of satellite telemetry data, the identification of anomalies, the development of machine learning models and the flight-ready system and finally the deployment of the machine learning algorithms via hardware acceleration. We present the benchmarking results of three accelerated ML algorithms from within the final flight-ready system.
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关键词
Machine learning,anomaly detection,FPGA,PUS,co-processor,on-board AI
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