连接巡航控制的最优控制设计与边缘计算,缓存和控制

Zhuwei Wang, Yu Gao, Chao Fang, Yang Sun, Pengbo Si
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引用次数: 7

摘要

作为一种先进的驾驶辅助系统(ADAS),联网巡航控制系统(CCC)能够显著提高车辆的可靠性、稳定性和安全性,目前正受到广泛的研究。在CCC系统中,V2V通信在车辆之间共享大量可靠信息方面起着关键作用。本文在考虑通信延迟的基础上,提出了一种具有计算、缓存和控制能力的边缘控制器的CCC系统最优控制设计。首先对队列中各车辆的动力学进行了详细建模,在考虑采样周期和通信延迟的情况下,建立了线性二次优化问题。为了使车辆的车头距和速度偏差最小,采用反向递归迭代求解最优控制策略。最后,通过数值仿真验证了该算法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimal Control Design for Connected Cruise Control with Edge Computing, Caching, and Control
As an advanced driver assistance system (ADAS), connected cruise control (CCC), which is able to significantly improve vehicle’s reliability, stability, and safety, is currently under extensive investigation. In the CCC system, V2V communication plays a key role in sharing a large amount of reliable information among vehicles. In this paper, considering the communication delays, an optimal control design is proposed for the CCC system with edge controllers having the capability of computing, caching, and control. First, the dynamics of each vehicle in the platoon is modeled in detail, and then a linear quadratic optimization problem is formulated when the sampling period and the communication delay are considered. In order to minimize the deviations of vehicle’s headway and velocity, the optimal control strategy is iteratively solved using a backwards recursion. Finally, numerical simulations are carried out to demonstrate the effectiveness of the proposed algorithm.
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