Fault-tolerant cooperative driving at signal-free intersections

Abstract

Cooperative driving shows great potential to improve traffic safety and efficiency and has been well discussed in recent years. However, most existing studies focus on ideal traffic environments and ignore potential vehicle failures in traffic systems, which pose significant threats to traffic safety. Therefore, the fault-tolerant capacity of the existing cooperative driving strategies is questionable. To fill this research gap, this paper proposes a fault-tolerant cooperative driving strategy for signal-free intersections by modeling potential vehicle failure types, aiming to keep a good balance between traffic safety and efficiency. Notably, a rule-based fault-tolerant model is constructed to mitigate the threat of potential vehicle failures to traffic safety and efficiency, and to effectively recover the cooperative driving system after vehicle failures occur. Theoretical analysis and simulation results jointly demonstrate the promising performance of the proposed model in achieving fault tolerance and improving traffic efficiency.

Publication
IEEE Transactions on Intelligent Vehicles

Potential vehicle failures are divided into three categories.

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Eight-step fault-tolerant cooperative driving model. Challenge 1 is addressed in Step 2-7, and challenge 2 is addressed in Step 1 and Step 8.

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Citation

If you find our work is useful in your research, please consider citing:

@ARTICLE{9735412,
  author={Pei, Huaxin and Zhang, Jiawei and Zhang, Yi and Pei, Xin and Feng, Shuo and Li, Li},
  journal={IEEE Transactions on Intelligent Vehicles}, 
  title={Fault-Tolerant Cooperative Driving at Signal-Free Intersections}, 
  year={2023},
  volume={8},
  number={1},
  pages={121-134},
  doi={10.1109/TIV.2022.3159088}
}
张嘉玮
张嘉玮
清华大学博士研究生

我的研究兴趣包括自动驾驶,智能汽车,智能交通系统,深度强化学习.