Adaptive Neuro-Fuzzy Controlled Shunt Active Power Filter For Load Compensation

V.C. Veera Reddy*, Nageswara Prasad**, V. Chandra Jagan Mohan***
* Research Scholar, Department of EEE, S.V.U. College of Engineering, Tirupati, India
** Assistant Professor, Department of EEE, Vaishnavi Institute of Technology, Tirupati, India
*** Professor & Head, Department of EEE, S.V.U. College of Engineering, Tirupati, India
Periodicity:October - December'2012
DOI : https://doi.org/10.26634/jee.6.2.2053

Abstract

This paper describes and compares the performance of Adaptive Neuro-Fuzzy, Takagi-Sugeno (TS) type Fuzzy Logic and the conventional Proportional Intergral (PI) controllers applied to three-phase Shunt Active Filter (ShAPF) for Power Quality improvement and reactive power compensation required by non-linear loads. The Simulation results show that the Adaptive Neuro-Fuzzy Inference System (ANFIS) proves to be better than the Fuzzy and PI controllers as it combines the best features of Neural Networks and Fuzzy Systems.

Keywords

Power Quality improvement, Shunt Active Filter, Adaptive Neuro-Fuzzy Inference System (ANFIS), Takagi-Sugeno (TS) Fuzzy logic controller, Total Harmonic Distortion (THD), Distortion Power factor

How to Cite this Article?

T. Nageswara Prasad, V. Chandra Jagan Mohan and V. C. Veera Reddy (2012). Adaptive Neuro-Fuzzy Controlled Shunt Active Power Filter for Load Compensation. i-manager’s Journal on Electrical Engineering, 6(2), 1-8. https://doi.org/10.26634/jee.6.2.2053

References

[1]. Mohan, N., Undeland, T., and Robbins, W.P. (2003). Power Electronics – Converters, Applications and Design, John Wiley and sons.
[2]. Juo, H. L., Wu, J. C., Chang, Y. J., and Feng, Y. T., (2005). “A novel active power filter for harmonic suppression”, IEEE Trans. Power Delivery, Vol. 20, No. 2, pp. 1507-1513, Apr.
[3]. Juo, H. L., Wu, J. C., Chang, Y. J., Feng, Y. T., and Hsu, W. P., (2006). “New active power filter and control method”, IEE Proc. Elect. Power Appl., Vol. 152, No. 2, pp. 175-181, Mar.
[4]. Cristian Lascu, Lucian Asiminoaei, Ion Boldea and Frede Blaabjerg, (2007). “High Performance Current Controller for selective Harmonic Compensation in Active Power Filters”, IEEE Trans. Power Electronics, Vol. 22, No. 5, pp. 1826-1835, Sept.
[5]. J. Arillaga, D. A. Bradley and P. S. Bodger, (1985). Power System Harmonics, 1st Edition, Wiley, New York.
[6]. An Luo, Zhikang Shuai, Wenji Zu, Ruixiang Fan and Chunming Tu, (2009). “Development of hybrid active power filter based on the adaptive fuzzy dividing frequency-control method”, IEEE Trans. Power Delivery, Vol. 24, No. 1, Jan.
[7]. J. C. Das, (2004). “Passive Filters-Potentialities and Limitations”, IEEE Trans. Ind. Appl., Vol. 40, No. 1, pp. 232- 241, Jan./Feb.
[8]. “IEEE Recommended Practices and Requirements for Harmonic Control in Electrical Power Systems”, ANSI/IEEE Std. 519-1992, New York, 1993.
[9]. Jiang Zeng, Chang Yu, Qingru Qi, Zheng Yan, Yixin Ni, B. L. Zhang, Shousun Chen, Felix F. Wu, (2004). “A novel hysterisis current control for active power filter with constant frequency”, Electric Power System Research, Vol. 68, pp. 75-82.
[10]. GYU-HA CHOE and MIN-HO PARK, (1988). “A New Injection method for AC Harmonic Elimination by Active Power Filter”, IEEE Trans. Industrial Electronics, Vol. 35, No. 1, pp. 141-147, Feb.
[11]. Ambrish Chandra, Bhim Singh, B. N. Singh and Kamal Al-Haddad, (2000). “An Improved Control Algorithm of Shunt Active Filter for Voltage Regulation, Harmonic Elimination, Power-Factor Correction and Balancing of Nonlinear Loads”, IEEE Trans. Power Electronics, Vol. 15, No. 3, pp. 495-507, May.
[12]. El-Habrouk .M, Darwish M. K. and Mehta .P, (2000) “Active Power Filters: A review”, IEE Proc. Electr. Power Appl., Vol. 147, No. 5, pp. 403-413, Sept.
[13]. C. N. Bhende, S. Mishra and S. K. Jain, (2006). “TSFuzzy- Controlled Active Power Filter for Load Compensation”, IEEE Trans. Power Delivery, Vol. 21, No. 3, pp. 1459-1465, Jul.
[14]. Jhy-Shing Roger Jang, (1993). “ANFIS: Adaptive- Network-Based Fuzzy Inference System”, IEEE Trans. Systems, Man and Cybernetics, Vol. 23, No. 3, pp. 665- 685, May/Jun.
[15]. Vazquez J.R. and Salmeron P, (2003). “Active power filter control using neural network technologies”, IEE Proc. Electr. Power Appl., Vol. 150, No. 2, pp. 139-145, Mar.
[16]. Rukonuzzaman M and Nakaoka M, (2001). “An advanced active power filter with adaptive neural network based harmonic detection scheme”, IEEE Conf. Power Electronics Specialists Conference (PESC), Vol. 3, pp. 1602-1607.
[17]. Nitin Gupta, Singh S. P. and Dubey S. P., (2010). “Neural network based shunt active filter for harmonic and reactive power compensation under non-ideal mains voltage”, IEEE Int. conf. Industrial electronics and applications (ICIEA), pp. 370-375, Jun.
[18]. Nitin Gupta, Singh S. P. and Dubey S. P., (2011). “Fuzzy logic controlled shunt active power filter for reactive power compensation and harmonic elimination”, IEEE Int. Conf. Computer and Communication Technology (ICCCT), pp. 82-87, Sept.
[19]. Shailendra Kumar Jain and Pramod Agarwal, (2003). “ Design simulation and experimental investigations on a shunt active power filter for harmonics and reactive power compensation”, Electric Power Components and Systems, 31:7, pp. 671-692.
[20]. Singh G. K., Singh A. K., Mitra R, (2007). “A simple fuzzy logic based robust active power filter for harmonics minimization under random load variation”, Electric Power Systems Research, Vol. 77, pp. 1101-1111.
[21]. Johann F. Petit, (2007). Guillermo Robles and Hortensia Amaris, “Current reference control for shunt active power filters under non-sinusoidal voltage conditions”, IEEE Trans. Power Delivery, Vol. 22, No. 4, pp. 2254-2261, Oct.
[22]. Ying H, Fuzzy ( control and modeling: Analytical foundations and Applications, IEEE Press.
If you have access to this article please login to view the article or kindly login to purchase the article

Purchase Instant Access

Single Article

North Americas,UK,
Middle East,Europe
India Rest of world
USD EUR INR USD-ROW
Pdf 35 35 200 20
Online 35 35 200 15
Pdf & Online 35 35 400 25

Options for accessing this content:
  • If you would like institutional access to this content, please recommend the title to your librarian.
    Library Recommendation Form
  • If you already have i-manager's user account: Login above and proceed to purchase the article.
  • New Users: Please register, then proceed to purchase the article.