Towards Verified Self-Driving Infrastructure
Towards Verified Self-Driving Infrastructure
复制标题
迈向经过验证的自动驾驶基础设施
DOI:
10.1145/3422604.3425949
复制
发表时间:
2020
期刊:
影响因子:
--
通讯作者:
Brighten Godfrey
中科院分区:
文献类型:
--
作者:
Bingzhe Liu;A. Kheradmand;M. Caesar;Brighten Godfrey
Modern "self-driving'' service infrastructures consist of a diverse collection of distributed control components providing a broad spectrum of application- and network-centric functions. The complex and non-deterministic nature of these interactions leads to failures, ranging from subtle gray failures to catastrophic service outages, that are difficult to anticipate and repair. Our goal is to call attention to the need for formal understanding of dynamic service infrastructure control. We provide an overview of several incidents reported by large service providers as well as issues in a popular orchestration system, identifying key characteristics of the systems and their failures. We then propose a verification approach in which we treat abstract models of control components and the environment as parametric transition systems and leverage symbolic model checking to verify safety and liveness properties, or propose safe configuration parameters. Our preliminary experiments show that our approach is effective in analyzing complex failure scenarios with acceptable performance overhead.
DOI:
10.1145/3385412.3385976
发表时间:
2020
期刊:
Proceedings of the 41st ACM SIGPLAN Conference on Programming Language Design
影响因子:
--
作者:
Subramanian, Kausik;Abhashkumar, Anubhavnidhi;D'Antoni, Loris;Akella, Aditya
通讯作者:
Akella, Aditya
DOI:
--
发表时间:
2020
期刊:
17th USENIX Symposium on Networked Systems Design and Implementation
影响因子:
--
作者:
Abhashkumar, A.;Gember-Jacobson, A.;Akella, A.
通讯作者:
Akella, A.
DOI:
10.1145/3192366.3192400
发表时间:
2018
期刊:
PLDI 2018 Proceedings of the 39th ACM SIGPLAN Conference on Programming Language Design and Implementation
影响因子:
--
作者:
Gehr, Timon;Misailovic, Sasa;Tsankov, Petar;Vanbever, Laurent;Wiesmann, Pascal;Vechev, Martin
通讯作者:
Vechev, Martin