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Analysis of the Hybrid PSO-InC MPPT for Different Partial Shading ConditionsLEOPOLDINO, A. L. M.   , FREITAS, C. M. , MONTEIRO, L. F. C. |
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Author keywords
hybrid intelligent systems, maximum power point trackers, particle swarm optimization, photovoltaic systems, solar power generation
References keywords
power(13), mppt(10), system(9), photovoltaic(8), energy(8), shading(7), partial(7), systems(6), swarm(6), tracking(5)
Blue keywords are present in both the references section and the paper title.
About this article
Date of Publication: 2022-05-31
Volume 22, Issue 2, Year 2022, On page(s): 29 - 36
ISSN: 1582-7445, e-ISSN: 1844-7600
Digital Object Identifier: 10.4316/AECE.2022.02004
Web of Science Accession Number: 000810486800004
SCOPUS ID: 85131732188
Abstract
This article addresses the Particle Swarm Optimization with Incremental Conductance algorithm (PSO-InC) performance as the maximum power point tracking algorithm (MPPT), when the photovoltaic system is under different partial shading patterns. The PSO-InC MPPT combines the global-searching capabilities of particle swarm optimization with the smoother search feature of the incremental conductance algorithm. The analysis proceeds from a systematic approach involving the system simulation for different Environmental conditions. Besides that, to accurately represent the effects of the inherent stochasticity of the PSO, diverse starting conditions were considered in each case. The main contribution, in this sense, consists of highlighting some PSC patterns that might compromise the effectiveness of the PSO, even though the average efficacy on searching the global MPP (GMPP) is over 89%. For instance, based on one of the exploited PSC patterns, one may note a decrement of the PSO effectiveness to a level as lower as 36%. This article also presents simulation results highlighting the PSO-InC MPPT dynamics under transient and steady-state conditions. |
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| [1] A. Jager-Waldau, "Snapshot of photovoltaics-March 2017," no. 5, p. 9, 2017. [CrossRef] [Web of Science Times Cited 31] [2] S. Jiang, C. Wan, C. Chen, E. Cao, and Y. Song, "Distributed photovoltaic generation in the electricity market: status, mode and strategy," CSEE JPES, vol. 4, no. 3, pp. 263-272, Sep. 2018. [CrossRef] [Web of Science Times Cited 45] [3] R. B. Bollipo, S. Mikkili, and P. K. Bonthagorla, "Critical review on PV MPPT techniques: classical, intelligent and optimisation," IET Renewable Power Generation, vol. 14, no. 9, pp. 1433-1452, Jul. 2020. [CrossRef] [Web of Science Times Cited 120] [4] R. Panigrahi, S. K. Mishra, S. C. Srivastava, A. K. Srivastava, and N. N. Schulz, "Grid integration of small-scale photovoltaic systems in secondary distribution networkâa review," IEEE Trans. on Ind. Applicat., vol. 56, no. 3, pp. 3178-3195, May 2020. [CrossRef] [Web of Science Times Cited 82] [5] P. Nammalvar and S. Ramkumar, "Parameter improved particle swarm optimization based direct-current vector control strategy for solar PV system," AECE, vol. 18, no. 1, pp. 105-112, 2018. [CrossRef] [Full Text] [Web of Science Times Cited 14] [6] J. Teo, R. Tan, V. Mok, V. Ramachandaramurthy, and C. Tan, "Impact of partial shading on the P-V characteristics and the maximum power of a photovoltaic string," Energies, vol. 11, no. 7, p. 1860, Jul. 2018. [CrossRef] [Web of Science Times Cited 68] [7] S. R. Pendem and S. Mikkili, "Modelling and performance assessment of PV array topologies under partial shading conditions to mitigate the mismatching power losses," Solar Energy, vol. 160, pp. 303-321, Jan. 2018. [CrossRef] [Web of Science Times Cited 146] [8] H. Patel and V. Agarwal, "Maximum Power Point Tracking Scheme for PV Systems Operating Under Partially Shaded Conditions," IEEE Trans. Ind. Electron, vol. 55, no. 4, pp. 1689-1698, Apr. 2008. [CrossRef] [Web of Science Times Cited 703] [9] K. Chen, S. Tian, Y. Cheng, and L. Bai, "An improved MPPT controller for photovoltaic system under partial shading condition," IEEE Trans. Sustain. Energy, vol. 5, no. 3, pp. 978-985, Jul. 2014. [CrossRef] [Web of Science Times Cited 154] [10] H. Li, D. Yang, W. Su, J. Lu, and X. Yu, "An overall distribution particle swarm optimization MPPT algorithm for photovoltaic system under partial shading," IEEE Trans. Ind. Electron., vol. 66, no. 1, pp. 265-275, Jan. 2019. [CrossRef] [Web of Science Times Cited 284] [11] A. Khare and S. Rangnekar, "A review of particle swarm optimization and its applications in solar photovoltaic system," Applied Soft Computing, vol. 13, no. 5, pp. 2997-3006, May 2013. [CrossRef] [Web of Science Times Cited 258] [12] V. N. Lal and S. N. Singh, "Modified particle swarm optimisationâbased maximum power point tracking controller for singleâstage utilityâscale photovoltaic system with reactive power injection capability," IET Renewable Power Generation, vol. 10, no. 7, pp. 899-907, Aug. 2016. [CrossRef] [Web of Science Times Cited 22] [13] A. Mohapatra, B. Nayak, P. Das, and K. B. Mohanty, "A review on MPPT techniques of PV system under partial shading condition," Renewable and Sustainable Energy Reviews, vol. 80, pp. 854-867, Dec. 2017. [CrossRef] [Web of Science Times Cited 249] [14] A. L. M. Leopoldino, C. Magalhaes Freitas, and L. F. Correa Monteiro, "On the effects of parameter adjustment on the performance of PSO-based MPPT of a PV-energy generation system," in Green Energy and Networking, vol. 269, J. L. Afonso, V. Monteiro, and J. G. Pinto, Eds. Cham: Springer International Publishing, 2019, pp. 175-192. [CrossRef] [15] A. L. M. Leopoldino, C. Magalhaes Freitas, and L. F. Correa Monteiro, "On the effects of hyper-parameters adjustments to the PSO-GMPPT algorithm for a photovoltaic system under partial shading conditions," EAI Endorsed Trans. Energy Web, vol. 7, no. 25, p. 160981, Jan. 2020. [CrossRef] [16] K. Sundareswaran, V. Vignesh Kumar, and S. Palani, "Application of a combined particle swarm optimization and Perturb and Observe method for MPPT in PV systems under partial shading conditions," Renewable Energy, vol. 75, pp. 308-317, Mar. 2015. [CrossRef] [Web of Science Times Cited 154] [17] K. L. Lian, J. H. Jhang, and I. S. Tian, "A maximum power point tracking method based on Perturb-and-Observe combined with particle swarm optimization," IEEE J. Photovoltaics, vol. 4, no. 2, pp. 626-633, Mar. 2014. [CrossRef] [Web of Science Times Cited 255] [18] S. Z. Mirbagheri, M. Aldeen, and S. Saha, "A PSO-based MPPT re-initialised by incremental conductance method for a standalone PV system," in 2015 23rd Mediterranean Conference on Control and Automation (MED), Torremolinos, Malaga, Spain, Jun. 2015, pp. 298-303. [CrossRef] [19] M. Abdulkadir and A. H. M. Yatim, "Hybrid maximum power point tracking technique based on PSO and incremental conductance," in 2014 IEEE Conference on Energy Conversion (CENCON), Johor Bahru, Malaysia, Oct. 2014, pp. 271-276. [CrossRef] [20] C. Manickam, G. R. Raman, G. P. Raman, S. I. Ganesan, and C. Nagamani, "A hybrid algorithm for tracking of GMPP based on P&O and PSO with reduced power oscillation in string inverters," IEEE Trans. Ind. Electron., vol. 63, no. 10, pp. 6097-6106, Oct. 2016. [CrossRef] [Web of Science Times Cited 117] [21] J. Shi, W. Zhang, Y. Zhang, F. Xue, and T. Yang, "MPPT for PV systems based on a dormant PSO algorithm," Electric Power Systems Research, vol. 123, pp. 100-107, Jun. 2015. [CrossRef] [Web of Science Times Cited 75] [22] S. Buso and P. Mattavelli, "Digital control in power electronics," Synthesis Lectures on Power Electronics, vol. 1, no. 1, pp. 1-158, Jan. 2006. [CrossRef] [23] F. Liu, S. Duan, F. Liu, B. Liu, and Y. Kang, "A variable step size INC MPPT method for PV systems," IEEE Trans. Ind. Electron., vol. 55, no. 7, pp. 2622-2628, Jul. 2008. [CrossRef] [Web of Science Times Cited 836] [24] A. L. M. Leopoldino, "Estrategia hibrida para rastreamento de maxima potencia em sistemas fotovoltaicos sombreados," Universidade do Estado do Rio de Janeiro, Feb. 27, 2019. Accessed: Apr. 07, 2021. [25] L. F. C. Monteiro, C. M. Freitas, and M. D. Bellar, "Improvements on the incremental conductance MPPT method applied to a PV string with single-phase to three-phase converter for rural grid applications," Advances in Electrical and Computer Engineering, vol. 19, no. 1, p. 8, 2019. [CrossRef] [Full Text] [Web of Science Times Cited 3] Web of Science® Citations for all references: 3,616 TCR SCOPUS® Citations for all references: 0 Web of Science® Average Citations per reference: 139 ACR SCOPUS® Average Citations per reference: 0 TCR = Total Citations for References / ACR = Average Citations per Reference We introduced in 2010 - for the first time in scientific publishing, the term "References Weight", as a quantitative indication of the quality ... Read more Citations for references updated on 2024-04-24 12:45 in 138 seconds. Note1: Web of Science® is a registered trademark of Clarivate Analytics. Note2: SCOPUS® is a registered trademark of Elsevier B.V. Disclaimer: All queries to the respective databases were made by using the DOI record of every reference (where available). Due to technical problems beyond our control, the information is not always accurate. Please use the CrossRef link to visit the respective publisher site. |
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Faculty of Electrical Engineering and Computer Science
Stefan cel Mare University of Suceava, Romania
All rights reserved: Advances in Electrical and Computer Engineering is a registered trademark of the Stefan cel Mare University of Suceava. No part of this publication may be reproduced, stored in a retrieval system, photocopied, recorded or archived, without the written permission from the Editor. When authors submit their papers for publication, they agree that the copyright for their article be transferred to the Faculty of Electrical Engineering and Computer Science, Stefan cel Mare University of Suceava, Romania, if and only if the articles are accepted for publication. The copyright covers the exclusive rights to reproduce and distribute the article, including reprints and translations.
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Disclaimer: Whilst every effort is made by the publishers and editorial board to see that no inaccurate or misleading data, opinions or statements appear in this journal, they wish to make it clear that all information and opinions formulated in the articles, as well as linguistic accuracy, are the sole responsibility of the author.
