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An active safety control method of collision avoidance for intelligent connected vehicle based on driving risk perception

机译:基于驾驶风险感知的智能连接车辆碰撞避免的主动安全控制方法

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As the complex driving scenarios bring about an opportunity for application of deep learning in safe driving, artificial intelligence based on deep learning has become a heatedly discussed topic in the field of advanced driving assistance system. This paper focuses on analysing vehicle active safety control of collision avoidance for intelligent connected vehicles (ICVs) in a real driving risk scenario, and driving risk perception is based on the ICV technology. In this way, trajectories of surrounding vehicles can be predicted and tracked in a real-time manner. In this paper, vehicle dynamics based state-space equations conforming to model predictive controllers are set up to primarily explore and identify a safety domain of active collision avoidance. Furthermore, the model predictive controller is also designed and calibrated, thereby implementing the active collision avoidance strategy for vehicles based on the model predictive control method. At last, functional testing is conducted for the proposed active collision avoidance control strategy in a designed complex traffic scenario. The research findings here can effectively improve automatic driving, intelligent transportation efficiency and road traffic safety.
机译:随着复杂的驾驶场景为深度学习在安全驾驶中的应用提供了契机,基于深度学习的人工智能已成为高级驾驶辅助系统领域的热门话题。本文重点分析了在实际驾驶风险场景中,智能连接车辆(ICV)避碰的车辆主动安全控制,驾驶风险感知是基于ICV技术的。通过这种方式,可以实时预测和跟踪周围车辆的轨迹。本文建立了符合模型预测控制器的基于车辆动力学的状态空间方程,初步探索和识别主动避碰的安全域。此外,还设计并标定了模型预测控制器,从而实现了基于模型预测控制方法的车辆主动避碰策略。最后,在设计的复杂交通场景中,对所提出的主动避碰控制策略进行了功能测试。本文的研究成果可以有效提高自动驾驶、智能交通效率和道路交通安全。

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