Receding horizon lateral vehicle control for pure pursuit path tracking

被引:76
作者
Elbanhawi, M. [1 ]
Simic, M. [1 ]
Jazar, R. [1 ]
机构
[1] RMIT Univ, Sch Engn, Melbourne, Vic, Australia
关键词
Robotics; Planning; Control; Path; Autonomous Cars; Path Tracking; MODEL-PREDICTIVE CONTROL; CMU NAVLAB; STABILIZATION; SYSTEMS; VISION; LIMITS;
D O I
10.1177/1077546316646906
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
The assimilation of path planning and motion control is a crucial capability for autonomous vehicles. Pure pursuit controllers are a prevalent class of path tracking algorithms for front wheel steering cars. Nonetheless, their performance is rather limited to relatively low speeds. In this paper, we propose a model predictive active yaw control implementation of pure pursuit path tracking that accommodates the vehicle's steady state lateral dynamics to improve tracking performance at high speeds. A comparative numerical analysis was under taken between the proposed strategy and the traditional pure pursuit controller scheme. Tests were conducted for three different paths at iteratively increasing speeds from 1m/s up to 20m/s. The traditional pure pursuit controller was incapable of maintaining the vehicle stable at speeds upwards of 5m/s. The results show that implementing receding horizon strategy for pure pursuit tracking improves their performance. The contribution is apparent by preserving a relatively constant controller effort and consequently maintaining vehicle stability for speeds up to 100Km/h in different scenarios. A Matlab implementation of the proposed controller and datasets of the experimental paths are provided to supplement this work.
引用
收藏
页码:619 / 642
页数:24
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