Dynamic Assurance Cases: A Pathway to Trusted Autonomy

被引:27
作者
Asaadi, Erfan [1 ]
Denney, Ewen [1 ,2 ]
Menzies, Jonathan [1 ,2 ]
Pai, Ganesh J. [1 ,2 ]
Petroff, Dimo [1 ,2 ]
机构
[1] KBR Inc, Houston, TX 77002 USA
[2] NASA, Ames Res Ctr, Mountain View, CA USA
关键词
Monitoring; Autonomous systems; Runtime; Active appearance model; Probabilistic logic;
D O I
10.1109/MC.2020.3022030
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We propose a system architecture that facilitates dynamic assurance of autonomous systems embedding machine learning-based components. We also introduce dynamic assurance cases as a generic framework to provide justified confidence in their capabilities.
引用
收藏
页码:35 / 46
页数:12
相关论文
共 16 条
[1]  
[Anonymous], 2019, Standard ISO/PAS 21448: 2019
[2]  
[Anonymous], 2018, SCSC141B
[3]  
[Anonymous], 2017, ASTMF326917
[4]  
[Anonymous], 2019, NTSBHAR1903
[5]  
[Anonymous], 2020, STANDARD SAFETY EVAL
[6]  
Asaadi Erfan, 2020, Computer Safety, Reliability, and Security. 39th International Conference, SAFECOMP 2020. Proceedings. Lecture Notes in Computer Science (LNCS 12234), P270, DOI 10.1007/978-3-030-54549-9_18
[7]   Towards Quantification of Assurance for Learning-enabled Components [J].
Asaadi, Erfan ;
Denney, Ewen ;
Pai, Ganesh .
2019 15TH EUROPEAN DEPENDABLE COMPUTING CONFERENCE (EDCC 2019), 2019, :55-62
[8]   Disruptive Innovations and Disruptive Assurance: Assuring Machine Learning and Autonomy [J].
Bloomfield, Robin ;
Khlaaf, Heidy ;
Conmy, Philippa Ryan ;
Fletcher, Gareth .
COMPUTER, 2019, 52 (09) :82-89
[9]   Engineering Trustworthy Self-Adaptive Software with Dynamic Assurance Cases [J].
Calinescu, Radu ;
Weyns, Danny ;
Gerasimou, Simos ;
Iftikhar, Muhammad Usman ;
Habli, Ibrahim ;
Kelly, Tim .
IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 2018, 44 (11) :1039-1069
[10]  
Clothier R., 2017, P 17 AIAA AV TECHN I, P1, DOI [10.2514/6.2017-3275, DOI 10.2514/6.2017-3275]