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Recent Advances in Electrical & Electronic Engineering

Editor-in-Chief

ISSN (Print): 2352-0965
ISSN (Online): 2352-0973

Research Article

Assessment of Power Quality Enhancement in a Grid-tied PV Network via ANN-based UPQC

Author(s): Ch. Phani Kumar*, E.B. Elanchezhian, Pragaspathy Subramani and S. Subramanian

Volume 17, Issue 5, 2024

Published on: 19 September, 2023

Page: [475 - 485] Pages: 11

DOI: 10.2174/2352096516666230822113234

Price: $65

Abstract

Background: Microgrid is the recent decade terminology that surpasses the long-run issues associated with the public and utility grids. Among the renewable energy sources, solar PV units have gained greater importance owing to their huge potential availability and laidback operating characteristics on technological grounds. Conversely, it offers pollution-free electricity and perhaps the dependability is volatile in most situations. The literature study accumulates the foresaid setback and presents the fluctuation-less and controlled standard quality of power outputs.

Objective: The aim of this particular research is to propose an assessment of Power Quality enhancement in a Grid-tied photovoltaic (PV) network via ANN-based UPQC. The novel idea behind this proposed approach is the UPQC component which deliberately regulates and controls the power system to achieve higher levels of power quality, ultimately meeting the recent IEEE standards.

Methods: This particular research enhances the performances of UPQC employed in the microgrid unit by replacing the traditional PI controller with a multi-layered feed-forward-type ANN controller for the current regulation of the series active filter. Additionally, a training algorithm for the ANN controller is built, trained and simulated via MATLAB/Simulink platform. The ANN-based UPQC is proposed to alleviate the power quality challenges like sag and swell in voltage, harmonic distortion, the time required for voltage compensation, and power factor. Therefore, UPQC is equipped to enrich the standard of power transfer at the point of common coupling inside the power frameworks, respectively.

Results: Finally, the simulation results are presented to validate the operation of the grid-tied PV network via an ANN-based UPQC system. To show the enriched performance of the proposed topology, a comparative analysis is made with PI controller-based UPQC, and outcomes infer to be in agreement with the theoretical discussions. Also, the ANN-based proposed approach reduces the restoration time and THD as well under both sag and swell conditions, respectively.

Conclusion: In this articulated work, a PV power system network with a DC-DC converter and three-phase inverter is employed for grid integration. The peak power extraction is ensured via a DC-DC converter with an incremental conductance algorithm. Both UPQCs are analysed and experimented via MATLAB/Simulink platform with inconstant nonlinear loads to investigate the indices mentioned above and corroborate the same within the operating regions.

Graphical Abstract

[1]
P. Ramanan, M.K. Kalidasa, and A. Karthick, "Performance analysis and energy metrics of grid-connected photovoltaic systems", Energy Sustain. Dev., vol. 52, pp. 104-115, 2019.
[http://dx.doi.org/10.1016/j.esd.2019.08.001]
[2]
M.S. Hossain, N. Abboodi Madlool, A.W. Al-Fatlawi, and M. El Haj Assad, "High Penetration of Solar Photovoltaic Structure on the Grid System Disruption: An Overview of Technology Advancement", Sustainability (Basel), vol. 15, no. 2, p. 1174, 2023.
[http://dx.doi.org/10.3390/su15021174]
[3]
W.A.A. Salem, W. Gabr Ibrahim, A.M. Abdelsadek, and A.A. Nafeh, "Grid connected photovoltaic system impression on power quality of low voltage distribution system", Cogent Eng., vol. 9, no. 1, p. 2044576, 2022.
[http://dx.doi.org/10.1080/23311916.2022.2044576]
[4]
M. Bajaj, and A.K. Singh, "Grid integrated renewable DG systems: A review of power quality challenges and state-of-the-art mitigation techniques", Int. J. Energy Res., vol. 44, no. 1, pp. 26-69, 2020.
[http://dx.doi.org/10.1002/er.4847]
[5]
F. Nejabatkhah, Y.W. Li, and H. Tian, "Power quality control of smart hybrid AC/DC microgrids: An overview", IEEE Access, vol. 7, pp. 52295-52318, 2019.
[http://dx.doi.org/10.1109/ACCESS.2019.2912376]
[6]
G.S. Chawda, A.G. Shaik, O.P. Mahela, S. Padmanaban, and J.B. Holm-Nielsen, "Comprehensive review of distributed of FACTS control algorithms for power quality enhancement in utility grid with renewable energy penetration", IEEE Access, vol. 8, pp. 107614-107634, 2020.
[http://dx.doi.org/10.1109/ACCESS.2020.3000931]
[7]
M.A. Basit, S. Dilshad, R. Badar, and S.M. Sami ur Rehman, ""Limitations, challenges, and solution approaches in gridconnected renewable energy systems", Int. J. Energy Res., vol. 44, no. 6, pp. 4132-4162, 2020.
[http://dx.doi.org/10.1002/er.5033]
[8]
N. Abas, S. Dilshad, A. Khalid, M.S. Saleem, and N. Khan, "Power quality improvement using dynamic voltage restorer", IEEE Access, vol. 8, pp. 164325-164339, 2020.
[http://dx.doi.org/10.1109/ACCESS.2020.3022477]
[9]
S. Gade, R. Agrawal, and R. Munje, "Recent Trends in Power Quality Improvement: Review of the Unified Power Quality Conditioner", ECTI Transactions on Electrical Engineering, Electronics, and Communications, vol. 19, no. 3, pp. 268-288, 2021.
[http://dx.doi.org/10.37936/ecti-eec.2021193.244936]
[10]
T. Vigneysh, and N. Kumarappan, "Grid interconnection of renewable energy sources using unified power quality conditioner: A fuzzy logic–based approach", J. Circuits Syst. Comput., vol. 28, no. 8, p. 1950135, 2019.
[http://dx.doi.org/10.1142/S0218126619501354]
[11]
P.N. Tekwani, A. Chandwani, S. Sankar, N. Gandhi, and S.K. Chauhan, "Artificial neural network-based power quality compensator", International Journal of Power Electronics, vol. 11, no. 2, pp. 256-282, 2020.
[http://dx.doi.org/10.1504/IJPELEC.2020.105151]
[12]
M. Kadem, A. Semmah, P. Wira, and A. Slimane, "Artificial neural network active power filter with immunity in distributed generation", Periodica Polytechnica Mechanical Engineering, vol. 64, no. 2, pp. 109-119, 2020.
[http://dx.doi.org/10.3311/PPme.12775]
[13]
S. Devassy, and B. Singh, "Performance analysis of solar PV array and battery integrated unified power quality conditioner for microgrid systems", IEEE Trans. Ind. Electron., vol. 68, no. 5, pp. 4027-4035, 2021.
[http://dx.doi.org/10.1109/TIE.2020.2984439]
[14]
T. Jin, Y. Chen, J. Guo, M. Wang, and M.A. Mohamed, "An effective compensation control strategy for power quality enhancement of unified power quality conditioner", Energy Rep., vol. 6, pp. 2167-2179, 2020.
[http://dx.doi.org/10.1016/j.egyr.2020.07.027]
[15]
K. Hasan, M.M. Othman, S.T. Meraj, N.F.A. Rahman, S.Z.M. Noor, I. Musirin, and I.Z. Abidin, "Online harmonic extraction and synchronization algorithm based control for unified power quality conditioner for microgrid systems", Energy Rep., vol. 8, pp. 962-971, 2022.
[http://dx.doi.org/10.1016/j.egyr.2021.11.002]
[16]
T.D. Reddy, and A.P. Agarwal, "Steady State Power Flow Analysis of Battery Integrated Unified Power Quality Conditioner", In 2020 IEEE First International Conference on Smart Technologies for Power, Energy and Control (STPEC), 2020, pp. 1-6
IEEE [http://dx.doi.org/10.1109/STPEC49749.2020.9297789]
[17]
Y. Chaibi, A. Allouhi, M. Malvoni, M. Salhi, and R. Saadani, "Solar irradiance and temperature influence on the photovoltaic cell equivalent-circuit models", Sol. Energy, vol. 188, pp. 1102-1110, 2019.
[http://dx.doi.org/10.1016/j.solener.2019.07.005]
[18]
M. Rasheed, "Extraction of a Photovoltaic Cell’s Single–Diode Model parameters from Equivalent Circuit", J Al–Oadisiyah Comp Sci Math, vol. 13, no. 1, p. 147, 2021.
[http://dx.doi.org/10.29304/jqcm.2021.13.1.760]
[19]
B.R.S. Reddy, V.C.V. Reddy, and M.V. Kumar, "Modelling and analysis of DC-DC converters with AI based MPP tracking approaches for grid-tied PV-fuel cell system", Electr. Power Syst. Res., vol. 216, p. 109053, 2023.
[http://dx.doi.org/10.1016/j.epsr.2022.109053]
[20]
S.E. Babaa, G.E. Murr, F. Mohamed, and S. Pamuri, "Overview of boost converters for photovoltaic systems", J Power Energy Eng, vol. 6, no. 4, pp. 16-31, 2018.
[http://dx.doi.org/10.4236/jpee.2018.64002]
[21]
H. Akagi, Y. Kanazawa, K. Fujita, and A. Nabae, "“Generalized theory of the instantaneous reactive power and its application”, The transactions of the Institute of Electrical Engineering of Japan", In 2002 IEEE 33rd Annual IEEE Power Electronics Specialists Conference.,, vol. 103, 1983, pp. 483-490
IEEE [http://dx.doi.org/10.1541/ieejpes1972.103.483]
[22]
S. Zhang, B. Tian, and J. Liang, "Detection of Harmonic Components using the FFT and Instantaneous Reactive Power Theory", J. Phys. Conf. Ser., vol. 2242, p. 012034, 2022.
[http://dx.doi.org/10.1088/1742-6596/2242/1/012034]
[23]
P. Karuppanan, and K.K. Mahapatra, "PI and fuzzy logic controllers for shunt active power filter - A report", ISA Trans., vol. 51, no. 1, pp. 163-169, 2012.
[http://dx.doi.org/10.1016/j.isatra.2011.09.004] [PMID: 21982358]
[24]
S. Mehmood, A. Qureshi, and A.S. Kristensen, "Risk mitigation of poor power quality issues of standalone wind turbines: An efficacy study of synchronous reference frame (SRF) control", Energies, vol. 13, no. 17, p. 4485, 2020.
[http://dx.doi.org/10.3390/en13174485]
[25]
M. Rastogi, A. Ahmad, and A.H. Bhat, "Performance investigation of two-level reduced-switch D-STATCOM in grid-tied solar-PV array with stepped P&O MPPT algorithm and modified SRF strategy", Journal of King Saud University - Engineering Sciences,, vol. 1, 2021.
[http://dx.doi.org/10.1016/j.jksues.2021.06.008]

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