DocumentCode :
2634048
Title :
Position control of DC motors with Experience Mapping based Prediction Controller
Author :
Saikumar, Niranjan ; Dinesh, N.S.
Author_Institution :
Dept. of Electron. Syst. Eng., Indian Inst. of Sci., Bangalore, India
fYear :
2012
fDate :
25-28 Oct. 2012
Firstpage :
2394
Lastpage :
2399
Abstract :
The paper presents a new controller inspired by the human experience based, voluntary body action control (dubbed motor control) learning mechanism. The controller is called Experience Mapping based Prediction Controller (EMPC). EMPC is designed with auto-learning features without the need for the plant model. The core of the controller is formed around the motor action prediction-control mechanism of humans based on past experiential learning with the ability to adapt to environmental changes intelligently. EMPC is utilized for high precision position control of DC motors. The simulation results are presented to show that accurate position control is achieved using EMPC for step and dynamic demands. The performance of EMPC is compared with conventional PD controller and MRAC based position controller under different system conditions. Position Control using EMPC is practically implemented and the results are presented.
Keywords :
DC motors; learning systems; machine control; position control; predictive control; DC motor; EMPC; MRAC; PD controller; autolearning mechanism; dubbed motor control; experience mapping based prediction controller; experiential learning; human experience mapping; plant model; position control; voluntary body action control; Adaptation models; Algorithm design and analysis; DC motors; Humans; Lead; Position control; DC motors; Experience Mapping based Prediction Controller (EMPC); Position Control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
IECON 2012 - 38th Annual Conference on IEEE Industrial Electronics Society
Conference_Location :
Montreal, QC
ISSN :
1553-572X
Print_ISBN :
978-1-4673-2419-9
Electronic_ISBN :
1553-572X
Type :
conf
DOI :
10.1109/IECON.2012.6388869
Filename :
6388869
Link To Document :
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