Vision Approach towards Fully Self-Reverse Parking System

被引:0
|
作者
Du, Xinxin [1 ]
Tan, Kok Kiong [1 ]
Htet, Kyaw Ko Ko [1 ]
机构
[1] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117548, Singapore
关键词
Autonomous reverse parking; ridge detector; extended Kalman filter; path planning; sliding mode control;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Some commercial vehicle models have been equipped with semi-autonomous parking systems to a certain extent. But gaps to fully automated solutions still exist and cost considerations further constrain their acceptance among consumers. In this paper, we propose a low-cost vision-based approach to a fully self-reverse parking system. It consists of four key modules: image processing incorporated with Kalman filter for consistent vehicle pose estimation, path planning ensuring a feasible path under any starting pose, a modified sliding mode controller (SMC) for smooth path following and an overall control scheme to ensure final parking accuracy. Experiment results based on 200 on-field tests under different illumination conditions showed that the system can park the vehicle accurately and consistently in all cases with a 4.8cm RMS offset distance from center line and 1.23 degrees RMS orientation deviation. With its easy setup and excellent performance, it can be implemented onto existing vehicles practically and robustly with minimal additional cost.
引用
收藏
页码:186 / 191
页数:6
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