Implementation of autonomous vehicles with the Hough transform and fuzzy control

被引:0
作者
Tsai, Yu-Kuen [1 ]
Han, Lin-Yi [1 ]
Hsu, Pau-Lo [1 ]
Wang, Bor-Chyun [2 ]
机构
[1] Natl Chiao Tung Univ, Dept Elect & Control Engn, Hsinchu, Taiwan
[2] China Univ Technol, Dept Comp Sci & Informat Engn, Taipei, Taiwan
来源
PROCEEDINGS OF SICE ANNUAL CONFERENCE, VOLS 1-8 | 2007年
关键词
autonomous vehicles; Hough transform; fuzzy logic 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
An automatic driving system for a golf car is developed and tested in the campus. The system utilizes a single vision sensor CCD and adopts the road-model-matching method to obtain the lane marks by applying the Hough transform method. Compared with the inverse perspective mapping (IPM) method of which is affected greatly by the position, yaw and tilt angle of the camera [1] with heavy computation, the present method directly detects the lane marks without including information of the camera. Besides, the present method can be applied to detect curved lane marks simply by using a 2(rd)-order road model. Moreover, in the control for the nonholonomic vehicle, the commonly used PID control is not suitable for the automatic driving system. This paper proposes two different fuzzy logic controllers (FLCs) with nine and fifteen rules, respectively, to achieve the autonomous driving performance satisfactorily.
引用
收藏
页码:2090 / +
页数:2
相关论文
共 9 条
[1]   Automatic design of fuzzy controllers for car-like autonomous robots [J].
Baturone, I ;
Moreno-Velo, FJ ;
Sánchez-Solano, S ;
Ollero, A .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2004, 12 (04) :447-465
[2]   GOLD: A parallel real-time stereo vision system for generic obstacle and lane detection [J].
Bertozzi, M ;
Broggi, A .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (01) :62-81
[4]   Implementation of human-like driving skills by autonomous fuzzy behavior control on an FPGA-based car-like mobile robot [J].
Li, THS ;
Chang, SJ ;
Chen, YX .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2003, 50 (05) :867-880
[5]  
Li THS, 2001, IEEE REGION 10 INTERNATIONAL CONFERENCE ON ELECTRICAL AND ELECTRONIC TECHNOLOGY, VOLS 1 AND 2, P453, DOI 10.1109/TENCON.2001.949634
[6]  
Li THS, 2000, NINTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE 2000), VOLS 1 AND 2, P933, DOI 10.1109/FUZZY.2000.839157
[7]  
Lu HC, 2005, 2005 International Conference on MEMS, NANO and Smart Systems, Proceedings, P467
[8]  
MUAD AM, 2004, P 2004 IEEE REG 10 C, V1, P207
[9]  
Rafael CGonzalez Richard E Woods., 2002, DIGITAL IMAGE PROCES