AI/ML for Safety-Critical Software: The Case of the Space Domain

被引:0
作者
Petrucci, Alberto [1 ,2 ]
Basciani, Francesco [3 ]
Pelliccione, Patrizio [3 ]
机构
[1] Gran Sasso Sci Inst, I-67100 Laquila, Italy
[2] Thales Alenia Space, Cannes, France
[3] Gran Sasso Sci Inst, Comp Sci, I-67100 Laquila, Italy
关键词
Testing; Qualifications; Standards; Documentation; Software safety; Software reliability; Quality assurance; Artificial intelligence; Machine learning;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We analyze the current way of producing safety-critical software and the reference safety and assurance standards in the domain of spacecraft, namely, ECSS-Q-ST-80C and ECSS-E-ST-40. Then, we explore the readiness of correct practices to ensure that machine learning- or AI-enabled systems are safe and reliable.
引用
收藏
页码:107 / 114
页数:8
相关论文
共 11 条
[1]  
ECSS Secretariat, 2017, ECSSEST80C
[2]  
ESA, 2008, ESA Guide for Independent Software Verification and Validation, ESA IS V V Guide
[3]  
ESA, Space project management: Project planning and implementation
[4]  
ESA, Space engineering: Simulation modelling platform
[5]  
ESA, 2009, Failure Modes, Effects (and Criticality) Analysis (FMEA/ FMECA)
[6]   A Survey of Methods for Explaining Black Box Models [J].
Guidotti, Riccardo ;
Monreale, Anna ;
Ruggieri, Salvatore ;
Turin, Franco ;
Giannotti, Fosca ;
Pedreschi, Dino .
ACM COMPUTING SURVEYS, 2019, 51 (05)
[7]  
Hamon R., 2020, JRC Tech. Rep., EUR 30040, V207
[8]   Using Machine Learning to Mitigate Single-Event Upsets in RF Circuits and Systems [J].
Ildefonso, Adrian ;
Kimball, Jacob P. ;
Khachatrian, Ani ;
Mensah, Yaw ;
Teng, Jeffrey W. ;
Tzintzarov, George N. ;
Rao, Sunil G. ;
Moradinia, Arya ;
Cressler, John D. ;
McMorrow, Dale .
IEEE TRANSACTIONS ON NUCLEAR SCIENCE, 2022, 69 (03) :381-389
[9]   Artificial Intelligence for Safety-Critical Systems in Industrial and Transportation Domains: A Survey [J].
Perez-Cerrolaza, Jon ;
Abella, Jaume ;
Borg, Markus ;
Donzella, Carlo ;
Cerquides, Jesus ;
Cazorla, Francisco J. ;
Englund, Cristofer ;
Tauber, Markus ;
Nikolakopoulos, George ;
Flores, Jose Luis .
ACM COMPUTING SURVEYS, 2024, 56 (07)
[10]  
Simonetta A., 2022, P CEUR WORKSH 8 SCHO, P76