基于Lyapunov稳定性的公路跟车最优控制

A. Yahiaoui
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引用次数: 0

摘要

将现代控制方法应用于高速公路上跟随车辆的自动驾驶可以使先进的交通系统更加安全和高效。为了确保自动驾驶系统的功能安全和辅助,本文重点研究了一种计算方法,对高速公路单车道上相邻车辆的跟随进行最优控制和稳定性分析。这些车辆是完全自动化的,因为它们能够高速沿着线路行驶,并缩短它们之间的距离,同时在没有人类(即驾驶员)干预的情况下自动调整它们的反应。为了满足驾驶安全的要求,本文利用最优控制和李雅普诺夫稳定性理论,探索了一种新的方法来研究在高速公路直线上行驶的跟随车辆的串稳定性。因此,利用连续时间李雅普诺夫函数和矩阵Riccati方程,给出了车辆交通串稳定的充分条件。然后,根据线性不变系统的二次最优准则,将二次李雅普诺夫函数的搜索公式化为凸优化问题。对这些最小化性能标准的方法也进行了分析。最后,本文对未来的工作进行了总结和展望。
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Lyapunov stability-based optimal control of following vehicles on a highway
The application of modern control methods to automated driving of following vehicles on a highway can make the advanced transportation systems much more safe and efficient. This paper focuses on a computational approach to optimal control and stability analysis of the adjacent vehicles following in a single traffic lane of a highway in order to ensure the functional safety and assistance of automated driving systems. These vehicles are entirely automated as they have the ability to follow a line path at a high speed and reduce the distance that separates them while adjusting their responses automatically without intervention from humans (i.e. drivers). To meet such requirements for driving safety, this paper explores a new approach to string stability of following vehicles that travel in a straight line of a highway, using optimal control and Lyapunov stability theories. Consequently, sufficient conditions for string stability of a vehicle traffic using continuous-time Lyapunov function and matrix Riccati equation are presented. The search for a quadratic Lyapunov function is then formulated as a convex optimisation problem in terms of a linear invariant system towards a quadratic optimal criterion. The analysis of these methods for minimising the performance criterion is also given. Finally, the paper ends with a conclusion and perspective for future work.
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来源期刊
International Journal of Vehicle Autonomous Systems
International Journal of Vehicle Autonomous Systems Engineering-Automotive Engineering
CiteScore
1.30
自引率
0.00%
发文量
0
期刊介绍: The IJVAS provides an international forum and refereed reference in the field of vehicle autonomous systems research and development.
期刊最新文献
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