Fuzzy logic steering control of autonomous vehicles inside roundabouts

被引:62
作者
Rastellia, Joshue Perez [1 ]
Santos Penas, Matilde [2 ]
机构
[1] Natl Inst Res Comp Sci & Control INRIA, RITS Team, F-78153 Le Chesnay, France
[2] Univ Complutense Madrid, Fac Informat, Dept Arquitectura Comp & Automat, E-28040 Madrid, Spain
关键词
Soft computing; Fuzzy logic; Intelligent control; Steer control; Roundabouts; Autonomous vehicles; PREVENTION;
D O I
10.1016/j.asoc.2015.06.030
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The expansion of roads and the development of new road infrastructures have increased in recent years, linked to the population growing in large cities. In the last two decades, roundabouts have largely replaced traditional intersections in many countries. They have the advantage of allowing drivers continuous flow when traffic is clear, without the usual delay caused by traffic lights. Although roundabouts with and without traffic-signal control have been widely used and considered in the literature, driverless control on roundabouts has not been studied in depth yet. The behavior of autonomous vehicles in roundabouts can be divided into three stages: entrance, inside, and exit. The first and last may be handled as an extension of intersections. However, autonomous driving on the roundabout requires special attention. In this paper, the design and implementation of a fuzzy logic system for the steering control of autonomous vehicles inside the roundabout is proposed. Cascade architecture for lateral control and parametric trajectory generation are used. Fuzzy control has proved to be easy to define using expert knowledge. Experiments with a real prototype have been carried out, taking into account different speed profiles and lane change maneuvers inside the roundabout, with very satisfactory results. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:662 / 669
页数:8
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