Optimal control based approach for autonomous driving

R. Dariani, S. Schmidt, R. Kasper
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引用次数: 3

Abstract

In this paper based on vehicle single track model an optimal control strategy for autonomous driving is developed. The reference control values which lead the vehicle alongside a calculated optimal path by satisfying optimization objective criteria such as comfort and safety are generated by real-time path optimization level. In this level to avoid any collision and obstacle, one dimensional potential field obstacle avoiding approach based on the distance between vehicle and obstacle is used. In a prior level, which is called path planning the initial solution of the system which is the input of path optimization level is found. In this paper each level and the effect of initial solution on path optimization level is explained.
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基于最优控制的自动驾驶方法
本文基于车辆单轨模型,提出了一种自动驾驶车辆的最优控制策略。通过实时路径优化级别生成参考控制值,使车辆在满足舒适性、安全性等优化目标条件下沿计算出的最优路径行驶。在这一层中,为了避免碰撞和障碍物,采用了基于车辆与障碍物之间距离的一维势场避障方法。在一个称为路径规划的先验层中,找到作为路径优化层输入的系统的初始解。本文阐述了路径优化的各个层次以及初始解对路径优化层次的影响。
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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