DocumentCode
1982099
Title
Predictive fuzzy control for a mobile robot with nonholonomic constraints
Author
Jiang, Xianhua ; Motai, Yuichi ; Zhu, Xingquan
Author_Institution
Dept. of Electr. Eng., Vermont Univ., Burlington, VT
fYear
2005
fDate
18-20 July 2005
Firstpage
58
Lastpage
63
Abstract
Automatic control of a mobile robot with nonholonomic constraints normally depends on complex signal processing mechanisms, e.g. predictive control. This paper presents a new trajectory tracking method for a mobile robot by combining predictive control and fuzzy control. To overcome the time delay caused by the slow response of the sensor, the algorithm employs predictive control to predict the position and orientation of the robot. In addition, fuzzy control is adopted to deal with nonlinear characteristic of the system. The advantages of this predictive fuzzy controller include high reliability for a slow sensor response, small error of absolute tracking, availability of a linearized predictive model and simplified fuzzy rules, which reduce the computing complexity. In our experiments, we applied this control method to the soccer robot. Accuracy and convergent performance was compared with a traditional PID controller, as well as with a conventional fuzzy controller. The experiment results demonstrated the feasibility and advantages of this predictive fuzzy control on the trajectory tracking of a mobile robot
Keywords
fuzzy control; mobile robots; position control; predictive control; reliability; signal processing; three-term control; PID controller; automatic control; autonomous navigation; linearized predictive model; mobile robot; nonholonomic constraint; position prediction; predictive control; predictive fuzzy control; signal processing; soccer robot; trajectory tracking; Automatic control; Delay effects; Fuzzy control; Mobile robots; Prediction algorithms; Predictive control; Robot sensing systems; Sensor phenomena and characterization; Signal processing algorithms; Trajectory;
fLanguage
English
Publisher
ieee
Conference_Titel
Advanced Robotics, 2005. ICAR '05. Proceedings., 12th International Conference on
Conference_Location
Seattle, WA
Print_ISBN
0-7803-9178-0
Type
conf
DOI
10.1109/ICAR.2005.1507391
Filename
1507391
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