DocumentCode :
145745
Title :
Fuzzy adaptive control for pneumatic muscle actuator with simulated annealing tuning
Author :
Hosovsky, Alexander ; Michal, Peter ; Tothova, M. ; Biros, Ondrej
Author_Institution :
Dept. of Math., Inf. & Cybern., Tech. Univ. of Kosice, Presov, Slovakia
fYear :
2014
fDate :
23-25 Jan. 2014
Firstpage :
205
Lastpage :
209
Abstract :
Pneumatic artificial muscles - based robotic systems usually necessitate the use various nonlinear control techniques in order to improve their performance. Moreover, their robustness to parameter variation, which is generally hardly predictable, should also be tested. Here a fast hybrid adaptive control is proposed, where a conventional PD controller is placed into the feedforward branch and a fuzzy controller is placed into the adaptation branch. The fuzzy controller compensates for the actions of PD controller under conditions of inertia moment variation. The design of fuzzy controller is based on the results of optimization using simulated annealing algorithm. The results confirm fast action of the control scheme as well as its robustness to changes in inertia moment variation.
Keywords :
PD control; adaptive control; control system synthesis; electroactive polymer actuators; feedforward; fuzzy control; nonlinear control systems; pneumatic actuators; position control; robust control; simulated annealing; PD controller; adaptation branch; feedforward branch; fuzzy adaptive control; fuzzy controller; hybrid adaptive control; inertia moment variation; nonlinear control techniques; pneumatic artificial muscles-based robotic systems; pneumatic muscle actuator; robustness; simulated annealing tuning algorithm; Actuators; Adaptation models; Adaptive control; Muscles; PD control; Simulated annealing; PD controller; adaptive control; fuzzy controller; inertia moment; reference model; simulated annealing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Applied Machine Intelligence and Informatics (SAMI), 2014 IEEE 12th International Symposium on
Conference_Location :
Herl´any
Print_ISBN :
978-1-4799-3441-6
Type :
conf
DOI :
10.1109/SAMI.2014.6822408
Filename :
6822408
Link To Document :
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