Experimental validation of effective zebra optimization algorithm-based MPPT under partial shading conditions in photovoltaic systems

被引:7
作者
Abdelmalek, Feriel [1 ]
Afghoul, Hamza [2 ]
Krim, Fateh [1 ]
Zabia, Djallal Eddine [3 ]
Trabelsi, Hafedh [4 ]
Bajaj, Mohit [5 ,6 ,7 ]
Zaitsev, Ievgen [8 ,9 ]
Blazek, Vojtech [10 ]
机构
[1] Univ Ferhat Abbas Setif 1, Fac Technol, Dept Elect, LEPCI Lab, Setif, Algeria
[2] Univ Ferhat Abbas Setif 1, Fac Technol, LAS Lab, Setif, Algeria
[3] Univ Biskra, Lab Identificat Command Control & Commun LI3CUB, Biskra, Algeria
[4] Natl Engn Sch Sfax, CES Lab, Sfax, Tunisia
[5] Graph Era Deemed be Univ, Dept Elect Engn, Dehra Dun 248002, India
[6] Al Ahliyya Amman Univ, Hourani Ctr Appl Sci Res, Amman, Jordan
[7] Univ Business & Technol, Coll Engn, Jeddah 21448, Saudi Arabia
[8] Natl Acad Sci Ukraine, Inst Electrodynam, Dept Theoret Elect Engn & Diagnost Elect Equipment, Beresteyskiy 56, UA-03680 Kyiv 57, Ukraine
[9] Natl Acad Sci Ukraine, Ctr Informat Analyt & Tech Support Nucl Power Faci, Akademika Palladina Ave 34-A, Kyiv, Ukraine
[10] VSB Tech Univ Ostrava, ENET Ctr, Ostrava 70800, Czech Republic
关键词
Zebra Optimization Algorithm (ZOA); Maximum Power Point Tracking (MPPT); Partial Shading Conditions (PSCs); Global Maximum Power Point (GMPP); Local Maximum Power Point (LMPP); Photovoltaic (PV) System; POWER POINT TRACKING; FUZZY-LOGIC;
D O I
10.1038/s41598-024-77488-2
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This study introduces a novel approach for analyzing photovoltaic (PV) systems that employ block lookup tables for speedy and efficient simulation. It introduces an innovative method for tracking the Global Maximum Power Point (GMPP) by utilizing Zebra Optimization Algorithm (ZOA). The suggested method was carefully evaluated under difficult Partial Shading Conditions (PSCs) and Dynamic Shading Conditions (DSCs) to determine its global and local search capability. ZOA's performance was examined in four scenarios and compared to four existing MPPT algorithms: Grey Wolf Optimization (GWO), Particle Swarm Optimization (PSO), Flower Pollination Algorithm (FPA), and Whale Optimization Algorithm (WOA). ZOA surpassed its competitors with an average tracking time of 0.875 s and a tracking efficiency of 99.95% in PSCs. In comparison, ZOA increased tracking efficiency by up to 2%, increased resilience under varied circumstances, and produced a faster convergence speed-approaching the maximum Power Point 10-15% faster than the other algorithms. Furthermore, ZOA significantly decreased operating point variations. The algorithm's overall performance was tested using an experimental setup with a DSPACE board and a PV emulator. These findings demonstrate that ZOA is a highly efficient and dependable MPPT solution for PV systems, especially in severe PSCs.
引用
收藏
页数:21
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