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Optimized MPPT model for different environmental conditions to improve efficacy of a photovoltaic system

  • Tao Hai
  • , Muammer Aksoy
  • , Kentaro Nishihara
  • Qiannan Normal College for Nationalities
  • Huaiyin Institute of Technology
  • Guizhou University
  • Ahmed Bin Mohammed Military College
  • Key Laboratory of Complex Systems and Intelligent Optimization of Guizhou Province
  • Ltd

Research output: Contribution to journalArticlepeer-review

11 Scopus citations

Abstract

Photovoltaic (PV) technology exhibits significant potential as a form of energy due to its green characteristics. Nevertheless, the modeling of PV modules is subject to unpredictability due to the fluctuating levels of heat and irradiance. To optimize efficiency and reduce the return on investment of a PV system, it is necessary to keep the PV panels at the highest possible power point (MPP). The application of fuzzy logic control-based intelligent maximum power point tracking (MPPT) approach is found to be more appropriate than traditional techniques in PV systems for addressing the issue of unpredictability. The study presents an investigation of an isolated PV system that utilizes a push–pull converter in conjunction with a fuzzy logic-based MPPT technique. To address the previously mentioned issues, this research proposes the utilization of a fuzzy logic controller (FLC) that is centered on a modified sparrow search algorithm (MSSA) as a means to enhance the performance of the current MPPT controllers. The findings demonstrated the efficacy of the recommended approach in precisely following the global maximum power point (GMPP) with improved convergence rates and reduced power fluctuations when compared to alternative methods. The PV system, which incorporates the MSSA-MPPT algorithm, has been developed with MATLAB/SIMULINK program. The mathematical evaluation of the proposed approach, which increases the tracking effectiveness of PV systems to 99.7%, is well validated by the system findings. In instances where the solar array fails to generate sufficient energy to satisfy the required demand, the Battery Energy Storage (BES) system is activated to ensure continuous power within the test system.

Original languageEnglish
Pages (from-to)2161-2179
Number of pages19
JournalSoft Computing
Volume28
Issue number3
DOIs
StatePublished - Feb 2024
Externally publishedYes

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy

Keywords

  • Battery
  • FLC system
  • MPPT
  • Modified sparrow search
  • PV

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