Spacecrafts increasingly rely on software to fly and talk to Earth. Using Artificial Intelligence and Machine Learning for safety-critical software in space brings advantages and new challenges. We analyze the current way of producing safety-critical software and the reference safety and assurance standards in the domain, namely, ECSS-Q-ST-80C and ECSS-E-ST-40. Then, we explore the readiness of correct practices to ensure that ML- or AI-enabled systems are safe and reliable, and we discuss new practices and methods that should be introduced. The analysis refers to the different criticality classes safety-critical software can have.

AI/ML for safety-critical software: the case of the space domain

Petrucci, Alberto;Basciani, Francesco;Pelliccione, Patrizio
2024-01-01

Abstract

Spacecrafts increasingly rely on software to fly and talk to Earth. Using Artificial Intelligence and Machine Learning for safety-critical software in space brings advantages and new challenges. We analyze the current way of producing safety-critical software and the reference safety and assurance standards in the domain, namely, ECSS-Q-ST-80C and ECSS-E-ST-40. Then, we explore the readiness of correct practices to ensure that ML- or AI-enabled systems are safe and reliable, and we discuss new practices and methods that should be introduced. The analysis refers to the different criticality classes safety-critical software can have.
2024
Safety-critical systems, certification, qualification, validation, aerospace, artificial intelligence, machine learning, ISVV
Safety-critical systems, certification, qualification, validation, aerospace, artificial intelligence, machine learning, ISVV
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.12571/33204
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