DocumentCode :
1673453
Title :
Fuzzy tracking method with a switching grey prediction for mobile robot
Author :
Wong, Ching-Chang ; Lin, Bo-Chen ; Cheng, Chi-Tai
Author_Institution :
Dept. of Electr. Eng., Tamkang Univ., Tamsui, Taiwan
Volume :
1
fYear :
2001
fDate :
6/23/1905 12:00:00 AM
Firstpage :
103
Lastpage :
106
Abstract :
A mobile robot fuzzy tracking mechanism for a mobile robot is proposed in this paper. A switching grey prediction is proposed such that the mobile robot can track the target effectively. Conventional position-based tracking strategies usually define the dynamics models either for motion control on the tracker or for position prediction on the target. This makes the system inflexible and difficult to implement. Our fuzzy tracking systems based on switching grey prediction can be extended as a flexible strategy in dealing with uncertain environments in robotics applications. The grey prediction attempts to establish a grey model from the recent historical information. The model is updated online as the input changes. According to the grey model, the switching mechanism can adjust the forecasting step size for prediction. The performances of the simulations are presented. It is clear that the proposed tracking systems are effective and could easily be made available
Keywords :
fuzzy control; fuzzy systems; grey systems; mobile robots; performance index; predictive control; target tracking; flexible strategy; forecasting step size adjustment; fuzzy tracking mechanism; input changes; mobile robot; online model updating; recent historical information; simulation performance; switching grey prediction; uncertain environment; Artificial intelligence; Fuzzy systems; Intelligent robots; Mobile robots; Nonlinear dynamical systems; Path planning; Predictive models; Robot kinematics; Target tracking; Vectors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems, 2001. The 10th IEEE International Conference on
Conference_Location :
Melbourne, Vic.
Print_ISBN :
0-7803-7293-X
Type :
conf
DOI :
10.1109/FUZZ.2001.1007257
Filename :
1007257
Link To Document :
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