17th ESA Workshop on Avionics, Data, Control and Software Systems ~ ADCSS2023

Session

Artificial Intelligence applied to fault detection on-board spacecraft

15 Nov 2023, 14:00

Newton Conference Area (ESA/ESTEC)

32. Welcome & Introduction

15/11/2023, 14:00

33. Anomalies Detection And Prognosis

Filippo Ales (Airbus DS)

15/11/2023, 14:15

35. Health-AI

Riccardo Maderna (AIKO)

15/11/2023, 15:00

The ESA-funded Health-AI project explored AI-based approaches for on-board FDIR. The Health-AI system has been developed by AIKO by leveraging the proprietary orbital_OLIVER software for onboard autonomy. It implements a combination of deep-learning and knowledge-based models for detection and classification, respectively. Use cases and data comes from real smallsat missions operated by Tyvak...

36. HERA-IoD

Ondrej Harwot (HULD)

15/11/2023, 16:15

This project introduces a Machine Learning approach for anomaly and novelty detection in the HERA mission. The main objectives include evaluating diverse techniques, integrating them into the processor, and assessing their performance in terms of memory requirements. Additionally, we aim to run the model in real-time on the radiation-tolerant LEON 3 processor utilized in the mission's On-Board...

37. Round Table

15/11/2023, 17:00