f Power Quality Improvement of PV fed Grid Connected System using ANN Controlled Shunt Active Power Filter
FOREX Press I. J. of Electrical & Electronics Research
Support Open Access
  • Home/
  • IJEER-120421

Research Article |

Power Quality Improvement of PV fed Grid Connected System using ANN Controlled Shunt Active Power Filter

Author(s): Giriprasad Ambati, A. Ganga Dinesh Kumar, Thumu Raghu, B Venkata Seshukumari, Raja Reddy Duvvuru and Ch. Rami Reddy*

Published In : International Journal of Electrical and Electronics Research (IJEER)        Volume 12, Issue 4

Publisher : FOREX Publication

Published : 30 November 2024

e-ISSN : 2347-470X

Page(s) : 1287-1292

DOI: https://doi.org/10.37391/IJEER.120421

Abstract

Harmonics are common in integrated power systems, especially with the increasing use of nonlinear loads (NLL), such as those found in photo voltaic (PV) systems connected to the grid. Traditional LC filters Shunt active power filters (SAPF) have been developed to effectively correct harmonics and improve power quality performance. This study presents a three-phase voltage-fed SAPF implementation to mitigate harmonics using an artificial neural network (ANN) controller. The SAPF control system focuses on generating reference source currents to counterbalance the harmonic effects caused by NLL. The model's effectiveness is validated using experimental data gathered from a nonlinear load through MATLAB/Simulink simulations.

Keywords: Harmonics mitigation, shunt active power filter, instantaneous reactive power theory, Artificial Neural Networks.




Giriprasad Ambati, Department of Electrical and Electronics Engineering, VNR Vignana Jyothi Institute of Engineering and Technology, Secunderabad-500090, India; Email: giriprasad_a@vnrvjiet.in

A. Ganga Dinesh Kumar, Department of Electrical and Electronics Engineering, Malla Reddy Engineering College for Women, Secunderabad- 500100, India; Email: toganga@gmail.com

Thumu Raghu, Department of Electrical and Electronics Engineering, Anurag Engineering College, Kodad – 508206, India; Email: thumuraghu@gmail.com

B Venkata Seshukumari, Department of Information Technology, VNR Vignana Jyothi Institute of Engineering and Technology, Secunderabad-500090, India; Email: seshukumari_bv@vnrvjiet.in

Raja Reddy Duvvuru, Department of Electrical and Electronics Engineering, Malla Reddy Engineering College Secunderabad- 500100, India; Email: rajajntuacep@gmail.com

Ch. Rami Reddy*, Department of Electrical and Electronics Engineering, Joginpally B R Engineering College, Hyderabad-500075, India; Email: crreddy229@gmail.com

    [1] Jandan, Fayyaz, Suhail Khokhar, Z. Memon, and S. Shah. "Wavelet based simulation and analysis of single and multiple power quality disturbances." Engineering, Technology & Applied Science Research 9, no. 2 (2019): 3909-3914.
    [2] Cheepati, K. R., Parimalasundar, E., Suresh, K., Reddy, C. R., Alqahtani, M. M., & Khalid, M. (2023). Design of Triple Tuned Passive Harmonic Power Filter—A Novel Approach Conception d’un filtre passif de puissance harmonique à accordement triple-Une nouvelle approche. IEEE Canadian Journal of Electrical and Computer Engineering.
    [3] Govind, Annu, Kuldeep Jayaswal, Vijay Kumar Tayal, and Prakash Kumar. "Simulation and real-time implementation of shunt active power filter for power quality enhancement using adaptive neural network topology." Electric Power Systems Research 228 (2024): 110042.
    [4] Reddy, C. R., Goud, B. S., Aymen, F., Rao, G. S., & Bortoni, E. C. (2021). Power quality improvement in HRES grid connected system with FOPID based atom search optimization technique. Energies, 14(18), 5812.
    [5] Adware, Ramchandra, and Vinod Chandrakar. "A Hybrid STATCOM Approach to Enhance the Grid Power Quality associated with a Wind Farm." Engineering, Technology & Applied Science Research 13, no. 4 (2023): 11426-11431.
    [6] Umadevi, A., L. Lakshminarasimman, and A. Sakthivel. "Optimal design of shunt active power filter for mitigation of inter harmonics in a grid-tied photovoltaic system." Electric Power Systems Research 220 (2023): 109232.
    [7] Yarlagadda, Venu, Nireekshana Turaka, Giri Prasad Ambati, and S. Poornima. "Optimization of voltage stability based shunt and series compensation using PSO." Design Engineering 2021, no. 7 (2021): 8679-8694.
    [8] Rasul, Mohamed JMA, H. V. Khang, and Mohan Kolhe. "Harmonic mitigation of a grid-connected photovoltaic system using shunt active filter." In 2017 20th International Conference on Electrical Machines and Systems (ICEMS), pp. 1-5. IEEE, 2017.
    [9] Srinivas, K., and Prashanth Kancharla. "Harmonic elimination by reference current strategy using shunt active power filter (SAPF)." In AIP Conference Proceedings, vol. 3007, no. 1. AIP Publishing, 2024.
    [10] Pattan, Yusuf Khan, P. Naga Phanindra, and K. Sarada. "Enhancement of power quality by adopting a PQ and DQ current control using shunt active power filter." In AIP Conference Proceedings, vol. 2512, no. 1. AIP Publishing, 2024.
    [11] Rachid, Dehini, and Berbaoui Brahim. "Challenges of ANN in Adapting to Abrupt Parameters Variations for Shunt Active Filter." International Journal 10, no. 2 (2023): 2122-2131.
    [12] Rekha, R., B. Srikanth Goud, Ch Rami Reddy, and B. Nagi Reddy. "PV-Wind-Integrated Hybrid Grid with P&O Optimization Technique." In Innovations in Electrical and Electronics Engineering: Proceedings of the 4th ICE 2019, pp. 587-600. Springer Singapore, 2020.
    [13] Yarlagadda, Venu, G. Lakshminarayana, Giriprasad Ambati, and Garikapati Annapurna Karthika. "FFT Analysis and Power Quality Improvement in Grid Connected Solar Power Plant with MPPT Algorithm." In International Conference on Electrical and Electronics Engineering, pp. 30-43. Singapore: Springer Nature Singapore, 2022.
    [14] Rasul, Mohamed JMA, H. V. Khang, and Mohan Kolhe. "Harmonic mitigation of a grid-connected photovoltaic system using shunt active filter." In 2017 20th International Conference on Electrical Machines and Systems (ICEMS), pp. 1-5. IEEE, 2017.
    [15] Barva, Akash V. "Analysis of SAPF based on pq and SRF Theory for Different Supply and Load Conditions." In 2023 International Conference on Power, Instrumentation, Energy and Control (PIECON), pp. 1-6. IEEE, 2023.
    [16] Hajjej, Mohamed, and Lassaad Sbita. "A New Design and Implementation of a Three-Phase Four-Wire Shunt Active Power Filter for Mitigating Harmonic Problems caused by Compact Fluorescent Lamps." Engineering, Technology & Applied Science Research 14, no. 3 (2024): 14619-14627.
    [17] Geubbelmans, Melvin, Axel-Jan Rousseau, Tomasz Burzykowski, and Dirk Valkenborg. "Artificial neural networks and deep learning." American Journal of Orthodontics and Dentofacial Orthopedics 165, no. 2 (2024): 248-251.

Giriprasad Ambati, A. Ganga Dinesh Kumar, Thumu Raghu, B Venkata Seshukumari, Raja Reddy Duvvuru, Ch. Rami Reddy (2024), Power Quality Improvement of PV fed Grid Connected System using ANN Controlled Shunt Active Power Filter. IJEER 12(4), 1287-1292. DOI: 10.37391/IJEER.120421.