DocumentCode :
593464
Title :
Implementation of NARMA-L2 Neuro controller for speed regulation of series connected DC motor
Author :
Valluru, S.K. ; Singh, Monika ; Kumar, Narendra
Author_Institution :
Dept. of Electr. Eng., Delhi Technol. Univ., New Delhi, India
fYear :
2012
fDate :
6-8 Dec. 2012
Firstpage :
1
Lastpage :
7
Abstract :
Based on the nonlinear mathematical model of series connected DC motor (SCDM) system dynamics, the analysis and design of two speed controller presented, which are non linear PID and NARMA L-2 controllers. The speed response of motor is observed by giving reference inputs as speed and load torque in terms of step variation. The response of the system using NARMA L-2 Neuro Controller and conventional PID Controller are compared. It was observed that the NARMA L-2 Neuro Controller performance was better in terms of rising time, overshoot and steady state error over non linear PID Controller.
Keywords :
DC motors; machine control; neurocontrollers; nonlinear control systems; three-term control; velocity control; NARMA L-2 controller; NARMA-L2 neuro controller; load torque; nonlinear PID controller; nonlinear mathematical model; rising time; series connected DC motor; speed controller; speed regulation; speed response; steady state error; step variation; Autoregressive processes; Control systems; DC motors; Equations; Mathematical model; Neural networks; Torque; NARMA L-2 Neuro controller; PID controller; SCDM;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Power Electronics (IICPE), 2012 IEEE 5th India International Conference on
Conference_Location :
Delhi
ISSN :
2160-3162
Print_ISBN :
978-1-4673-0931-8
Type :
conf
DOI :
10.1109/IICPE.2012.6450518
Filename :
6450518
Link To Document :
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