Model predictive control of a vehicle platoon

Simone Graffione, C. Bersani, R. Sacile, Enrico Zero
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引用次数: 14

Abstract

The objective of this paper is to develop a model predictive control (MPC) approach to control the inter vehicular distance and the speed in a vehicle platoon in order to improve road safety and to minimize fuel consumption. It is assumed to have a multicast topology communication system among vehicles. The dynamic model of each single car considers the tractive force, its aerodynamic, and the rolling resistance of the vehicles. The control law is dedicated to manage the longitudinal spacing of the platoon according to leader’s behavior. The objective is to minimize the tractive force to be applied to each vehicle in order to maintain a constant distance among vehicles according to position and speed reference values. The non-linear cinematic model has been linearized around its previous state value. The centralized controller regulates vehicle accelerations or decelerations over a time horizon. The objective is to optimize the cost function, which minimizes the square deviations of positions, speeds, and tractive forces, as well as the predefined inter vehicular distances in the platoon. The control model has been tested in two case studies that impose, respectively, constant and time varying speed reference values. The results demonstrate the effectiveness of the proposed approach with special relevance to the constant speed case.
车辆排的模型预测控制
本文的目标是开发一种模型预测控制(MPC)方法来控制车辆排中的车间距离和速度,以提高道路安全性和最小化燃料消耗。假设车辆间具有组播拓扑通信系统。每辆车的动力学模型考虑了车辆的牵引力、空气动力和滚动阻力。该控制律专门用于根据领导者的行为来管理排的纵向间距。目标是使每辆车的牵引力最小,以便根据位置和速度参考值保持车辆之间的恒定距离。非线性电影模型已经围绕其先前的状态值进行了线性化。中央控制器在一段时间内调节车辆的加速或减速。目标是优化成本函数,使位置、速度、牵引力以及队列中预定义的车辆间距离的平方偏差最小化。控制模型已在两个案例研究中进行了测试,分别施加恒定和时变转速参考值。结果表明了该方法的有效性,并特别适用于等速情况。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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