DocumentCode :
1430710
Title :
Smooth trajectory tracking of three-link robot: a self-organizing CMAC approach
Author :
Hwang, Kao-Shing ; Lin, Ching-Shun
Author_Institution :
Dept. of Electr. Eng., Nat. Chung Cheng Univ., Chia-Yi, Taiwan
Volume :
28
Issue :
5
fYear :
1998
fDate :
10/1/1998 12:00:00 AM
Firstpage :
680
Lastpage :
692
Abstract :
A neuro fuzzy system which is embedded in the conventional control theory is proposed to tackle physical learning control problems. The control scheme is composed of two elements. The first element, the fuzzy sliding mode controller (FSMC), is used to drive the state variables to a specific switching hyperplane or a desired trajectory. The second one is developed based on the concept of the self organizing fuzzy cerebellar model articulation controller (FCMAC) and adaptive heuristic critic (AHC). Both compose a forward compensator to reduce the chattering effect or cancel the influence of system uncertainties. A geometrical explanation on how the FCMAC algorithm works is provided and some refined procedures of the AHC are presented as well. Simulations on smooth motion of a three-link robot is given to illustrate the performance and applicability of the proposed control scheme
Keywords :
cerebellar model arithmetic computers; fuzzy neural nets; inference mechanisms; neurocontrollers; position control; robots; self-adjusting systems; uncertainty handling; variable structure systems; adaptive heuristic critic; chattering effect; control scheme; conventional control theory; desired trajectory; forward compensator; fuzzy sliding mode controller; geometrical explanation; neuro fuzzy system; physical learning control problems; self organizing CMAC approach; self organizing fuzzy cerebellar model articulation controller; smooth motion; smooth trajectory tracking; state variables; switching hyperplane; system uncertainties; three-link robot; Adaptive control; Control systems; Control theory; Fuzzy control; Fuzzy systems; Organizing; Programmable control; Robots; Sliding mode control; Trajectory;
fLanguage :
English
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
Publisher :
ieee
ISSN :
1083-4419
Type :
jour
DOI :
10.1109/3477.718518
Filename :
718518
Link To Document :
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