Title :
A Neuro-fuzzy Based Speed Control of Separately Excited DC Motor
Author :
Pavankumar, Singari V S R ; Krishnaveni, Sande ; Venugopal, Y.B. ; Babu, Y. Srinivasa Kishore
Author_Institution :
Sch. of Electr. Eng., Vignan Univ., Vadlamudi, India
Abstract :
This paper presents the speed control of a separately excited dc motor using Neuro-Fuzzy controller. The controller is based on Adaptive Neuro-Fuzzy Inference System (ANFIS), which aims at reducing the peak overshoot, settling time of a DC Motor. In the first stage, PI controller is used to control the speed of DC Motor. From the results of PI controller, the training data is taken to design the ANFIS speed and current controllers. The simulation results show that Neuro-Fuzzy controller gives better performance compared to PI controller.
Keywords :
DC motors; PI control; control system synthesis; electric current control; fuzzy control; fuzzy reasoning; neurocontrollers; velocity control; ANFIS current controller; ANFIS speed control; PI controller; adaptive neuro-fuzzy inference system; neuro-fuzzy controller; peak overshoot; separately excited dc motor; settling time; training data; Neuro-Fuzzy Controller; PI Controller; SEDM;
Conference_Titel :
Computational Intelligence and Communication Networks (CICN), 2010 International Conference on
Conference_Location :
Bhopal
Print_ISBN :
978-1-4244-8653-3
Electronic_ISBN :
978-0-7695-4254-6
DOI :
10.1109/CICN.2010.132
