Fault Injection, Detection and Treatment in Simulated Autonomous Vehicles

被引:2
|
作者
Garrido, Daniel [1 ]
Ferreira, Leonardo [1 ]
Jacob, Joao [1 ]
Silva, Daniel Castro [1 ]
机构
[1] Univ Porto, Fac Engn, Portugal Artificial Intelligence & Comp Sci Lab L, Rua Dr Roberto Frias S-N, P-4200465 Porto, Portugal
来源
关键词
Autonomous vehicles; Unmanned aerial vehicles; Fault injection; Fault detection; Fault treatment; Simulation; Safety;
D O I
10.1007/978-3-030-50371-0_35
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In the last few years autonomous vehicles have been on the rise. This increase in popularity lead by new technology advancements and availability to the regular consumer has put them in a position where safety must now be a top priority. With the objective of increasing the reliability and safety of these vehicles, fault detection and treatment modules for autonomous vehicles were developed for an existing multi-agent platform that coordinates them to perform high-level missions. Additionally, a fault injection tool was also developed to facilitate the study of said modules alongside a fault categorization system to help the treatment module select the best course of action. The results obtained show the potential of the developed work, with it being able to detect all the injected faults during the tests in a small enough time frame to be able to adequately treat these faults.
引用
收藏
页码:471 / 485
页数:15
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