HYBRID ADAPTIVE NEURO FUZZY BASED SPEED CONTROLLER FOR BRUSHLESS DC MOTOR

Volume: 30 Number: 1 March 14, 2017
EN

HYBRID ADAPTIVE NEURO FUZZY BASED SPEED CONTROLLER FOR BRUSHLESS DC MOTOR

Abstract

This paper presents a Hybrid Adaptive Neuro Fuzzy Control technique for speed control of BLDC motor drives. The proposed controller is an integration of adaptive neuro fuzzy, Fuzzy PID and PD controllers. The objective is to utilize the best attribute of Fuzzy PID and PD controllers, which produces better response than the neuro fuzzy controllers. The Error Back Propagation learning algorithm is used to train the data to minimize learning error to the possible extent. To validate the performance of proposed controller, simulations are done in MATLAB and comparison is made with conventional PI, PD and fuzzy PID controllers. In addition, the performance of proposed controller is bench marked with other controllers reported in literature. The results of the proposed controller are promising in terms of quick settling time, zero peak overshoot and zero steady state error.  

Keywords

References

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  2. . Lai, Yen-Shin, and Yong-Kai Lin. "A unified approach to zero-crossing point detection of back EMF for brushless DC motor drives without current and hall sensors." IEEE T Power Electr. 26.6 (2011) 1704-1713.
  3. . Pillay, Pragasen, and Ramu Krishnan. "Modeling, simulation, and analysis of permanent-magnet motor drives: The permanent-magnet synchronous motor drive." IEEE T Ind Appl. 25.2 (1989) 265-273.
  4. . Ziegler, John G., and Nathaniel B. Nichols. "Optimum settings for automatic controllers." trans. ASME. 64.11 (1942).
  5. . Shyam, Arundhathi, and Febin JL Daya. "A comparative study on the speed response of BLDC motor using conventional PI controller, anti-windup PI controller and fuzzy controller", Control Communication and Computing (ICCC), 2013 International Conference on. IEEE, 2013.
  6. . Shin, Hwi-Beom. "New antiwindup PI controller for variable-speed motor drives", IEEE T Ind Electron. 45.3(1998) 445-450.
  7. . Choi, Jong-Woo, and Sang-Cheol Lee. "Antiwindup strategy for PI-type speed controller", IEEE T Ind Electron.56.6(2009) 2039-2046.
  8. . Demirtas, Metin. "Off-line tuning of a PI speed controller for a permanent magnet brushless DC motor using DSP”, Energ Convers Manage. 52.1 (2011) 264-273.

Details

Primary Language

English

Subjects

-

Journal Section

-

Publication Date

March 14, 2017

Submission Date

November 3, 2016

Acceptance Date

-

Published in Issue

Year 2017 Volume: 30 Number: 1

APA
Reddy, K., Ramasamy, S., & Ramanathan, P. (2017). HYBRID ADAPTIVE NEURO FUZZY BASED SPEED CONTROLLER FOR BRUSHLESS DC MOTOR. Gazi University Journal of Science, 30(1), 93-110. https://izlik.org/JA64WG29SE
AMA
1.Reddy K, Ramasamy S, Ramanathan P. HYBRID ADAPTIVE NEURO FUZZY BASED SPEED CONTROLLER FOR BRUSHLESS DC MOTOR. Gazi University Journal of Science. 2017;30(1):93-110. https://izlik.org/JA64WG29SE
Chicago
Reddy, K.harshavardhana, Sudha Ramasamy, and Prabhu Ramanathan. 2017. “HYBRID ADAPTIVE NEURO FUZZY BASED SPEED CONTROLLER FOR BRUSHLESS DC MOTOR”. Gazi University Journal of Science 30 (1): 93-110. https://izlik.org/JA64WG29SE.
EndNote
Reddy K, Ramasamy S, Ramanathan P (March 1, 2017) HYBRID ADAPTIVE NEURO FUZZY BASED SPEED CONTROLLER FOR BRUSHLESS DC MOTOR. Gazi University Journal of Science 30 1 93–110.
IEEE
[1]K. Reddy, S. Ramasamy, and P. Ramanathan, “HYBRID ADAPTIVE NEURO FUZZY BASED SPEED CONTROLLER FOR BRUSHLESS DC MOTOR”, Gazi University Journal of Science, vol. 30, no. 1, pp. 93–110, Mar. 2017, [Online]. Available: https://izlik.org/JA64WG29SE
ISNAD
Reddy, K.harshavardhana - Ramasamy, Sudha - Ramanathan, Prabhu. “HYBRID ADAPTIVE NEURO FUZZY BASED SPEED CONTROLLER FOR BRUSHLESS DC MOTOR”. Gazi University Journal of Science 30/1 (March 1, 2017): 93-110. https://izlik.org/JA64WG29SE.
JAMA
1.Reddy K, Ramasamy S, Ramanathan P. HYBRID ADAPTIVE NEURO FUZZY BASED SPEED CONTROLLER FOR BRUSHLESS DC MOTOR. Gazi University Journal of Science. 2017;30:93–110.
MLA
Reddy, K.harshavardhana, et al. “HYBRID ADAPTIVE NEURO FUZZY BASED SPEED CONTROLLER FOR BRUSHLESS DC MOTOR”. Gazi University Journal of Science, vol. 30, no. 1, Mar. 2017, pp. 93-110, https://izlik.org/JA64WG29SE.
Vancouver
1.K.harshavardhana Reddy, Sudha Ramasamy, Prabhu Ramanathan. HYBRID ADAPTIVE NEURO FUZZY BASED SPEED CONTROLLER FOR BRUSHLESS DC MOTOR. Gazi University Journal of Science [Internet]. 2017 Mar. 1;30(1):93-110. Available from: https://izlik.org/JA64WG29SE