Design of Path Planning and Obstacle Avoidance for a Wheeled Mobile Robot

被引:20
作者
Chen, Wei-Jen [1 ]
Jhong, Bing-Gang [1 ]
Chen, Mei-Yung [1 ]
机构
[1] Natl Taiwan Normal Univ, Dept Mechatron Engn, Taipei, Taiwan
关键词
Mobile robot; A* algorithm; Genetic algorithm; Fuzzy logic control;
D O I
10.1007/s40815-016-0224-7
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposed a path tracking method for wheeled mobile robot (WMR). This method includes path planning and controller design. In path planning, using B-spline instead of A* algorithm to create smooth and obstacle-avoidance path, so that the possibility of collision can be reduced statistically. In controller design, genetic algorithm (GA) and fuzzy logic control (FLC) are combined together for the velocity control for WMR, which is supposed to move in a certain environment. The suitable membership function of FLC according to the feature of environment, such as distance and angle of WMR, is based on the B-spline path, and the input and output of FLC can be adjusted by GA. Therefore, the WMR can move along the planned path steady, which means our method has good performance.
引用
收藏
页码:1080 / 1091
页数:12
相关论文
共 24 条
[1]  
Abbas T.F., 2012, ENG TECH J, V31, P1263
[2]   Geometric control of rational cubic curve [J].
Ahmad, A ;
Ali, JM .
INTERNATIONAL CONFERENCE ON COMPUTER GRAPHICS, IMAGING AND VISUALIZATION, PROCEEDINGS, 2004, :257-262
[3]  
Bin H., 2011, 2 INT C COMP ENG APP, V2, P64
[4]  
Chalco-Cano Y., 2011, FUZZ INF PROC SOC AN, P1
[5]  
Che XJ, 2009, INT C COMP AID IND D, P991, DOI 10.1109/CAIDCD.2009.5375452
[6]  
Chia-Jun Yu, 2011, SICE 2011 - 50th Annual Conference of the Society of Instrument and Control Engineers of Japan, P1681
[7]  
Choi K. C., 2006, SICE ICASE INT JOINT, P1185
[8]  
Elizabeth S., 2013, International Journal of Pure and Applied Mathematics, V85, P223, DOI 10.12732/ijpam.v85i2.4
[9]   An Integrated Triangulation Laser Scanner for Obstacle Detection of Miniature Mobile Robots in Indoor Environment [J].
Fu, Guoqiang ;
Corradi, Paolo ;
Menciassi, Arianna ;
Dario, Paolo .
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2011, 16 (04) :778-783
[10]  
Hai J., 2012, PROD COMPL ENG ISPCE, P1, DOI DOI 10.1145/2342468.2342470