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考虑距离和加速度补偿的自动驾驶中车辆跟驰碰撞避免的纵向预测控制

Longitudinal Predictive Control for Vehicle-Following Collision Avoidance in Autonomous Driving Considering Distance and Acceleration Compensation.

作者信息

Yin Shutong, Yang Chunlin, Kawsar Ibna, Du Haifeng, Pan Yongjun

机构信息

College of Mechanical and Vehicle Engineering, Chongqing University, Chongqing 400044, China.

出版信息

Sensors (Basel). 2022 Sep 28;22(19):7395. doi: 10.3390/s22197395.

Abstract

In response to the widespread adoption of vehicle-following systems in autonomous applications, the demand for collision warning to enable safer functionalities is increasing. This study provides an approach for automated vehicle guidance to follow the preceding vehicles longitudinally and puts emphasis on the performance of collision avoidance. The safety distance model is established, which contains a distance compensation algorithm to deal with the special case on curved roads. By introducing the algorithm of velocity and distance prediction, the collision risks are detected and measured in real time. The objective function is established based on optimal control theory to solve the desired following acceleration. The control system designed with the method of proportion integration differentiation combines throttle percentage and brake pressure as outputs to compensate acceleration. In the Carsim and Simulink co-simulation platform, the control system for longitudinal collision avoidance is simulated and analysed for four typical working conditions: the preceding vehicle drives at a constant speed on straight and curved roads, while the preceding vehicle drives at various speeds on straight and curved roads. The results validate the feasibility and effectiveness of the proposed method, which can be used for the longitudinal control of vehicle-following active collision avoidance.

摘要

随着车辆跟随系统在自动驾驶应用中的广泛采用,对能够实现更安全功能的碰撞预警的需求日益增加。本研究提供了一种自动车辆引导方法,用于纵向跟随前车,并着重于避撞性能。建立了安全距离模型,其中包含用于处理弯道特殊情况的距离补偿算法。通过引入速度和距离预测算法,实时检测和测量碰撞风险。基于最优控制理论建立目标函数,以求解期望的跟随加速度。采用比例积分微分方法设计的控制系统将节气门百分比和制动压力作为输出进行组合,以补偿加速度。在Carsim和Simulink联合仿真平台上,针对四种典型工况对纵向避撞控制系统进行了仿真分析:前车在直线和弯道上匀速行驶,以及前车在直线和弯道上以不同速度行驶。结果验证了所提方法的可行性和有效性,该方法可用于车辆跟随主动避撞的纵向控制。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b1b1/9572666/dd47a850e643/sensors-22-07395-g001.jpg

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