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
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