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Integrated Post-Impact Planning and Active Safety Control for Autonomous Vehicles

  • Tsinghua University
  • Beijing Institute of Technology
  • Hebei University of Technology

科研成果: 期刊稿件文章同行评审

摘要

How to reduce traffic accidents and improve vehicle safety has always aroused widespread concern. Secondary and serial collision accidents can result in more serious hazards as the initial collision can easily destabilize a high-speed vehicle and the driver may fail to maintain effective control due to panic. With this in mind, a planning-integrated active safety control system is developed for post-impact vehicles to avoid subsequent accidents. The vehicle dynamics model is established considering the roll degree of freedom. The constraint equivalent methods based on the octagon and rhombus envelopes are proposed to linearize the road adhesion constraint and the obstacle avoidance constraint, respectively. A planning-integrated model predictive controller (MPC) is developed for post-impact vehicles to achieve the coordination of stability recovery and the avoidance of secondary collision with surrounding vehicles. In the meantime, an obstacle avoidance decision strategy based on the safe braking distance is designed to cope with different traffic scenes. Furthermore, a control allocator based on particle swarm optimization is developed to achieve the high-efficiency allocation of the resultant control output of MPC under post-impact extreme conditions. The proposed scheme is verified under comprehensive driving scenarios through hardware-in-loop tests.

源语言英语
页(从-至)2062-2076
页数15
期刊IEEE Transactions on Intelligent Vehicles
8
3
DOI
出版状态已出版 - 1 3月 2023

联合国可持续发展目标

此成果有助于实现下列可持续发展目标:

  1. 可持续发展目标 3 - 良好健康与福祉
    可持续发展目标 3 良好健康与福祉

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