Application of Improved Crow Search Algorithm in MPPT of Photovoltaic Arrays under Partial Shading Conditions

Under the condition of partial shading, the Power-Voltage curve of photovoltaic array presents a characteristic of multi-peak, when conventional maximum power point tracking (MPPT) algorithms, like Perturb and Observe method (PO), fail to track efficiently. Crow search algorithm (CSA) has outstanding global search capability, because of which it is used to track maximum power point under the condition of partial shading. But it also has the problems in local optimum and oscillating amplitude. To solve those problems, both of an auto judgment of power output and an optimization-orientation guided by elite individuals are introduced. The results presented in MATLAB/Simulink that the application of improved CSA in MPPT can track efficiently with lower level of oscillating amplitude.

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Publication Details

Journal
Applied and Computational Engineering
Published
2025-03-31
DOI
https://doi.org/10.54254/2755-2721/2025.kl21655
Primary Topic
Power Systems and Renewable Energy
Type
article
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article

Application of Improved Crow Search Algorithm in MPPT of Photovoltaic Arrays under Partial Shading Conditions

Rong Lin
Applied and Computational Engineering
Power Systems and Renewable Energy
article

Application of Improved Crow Search Algorithm in MPPT of Photovoltaic Arrays under Partial Shading Conditions

Rong Lin
article en

Abstract

Under the condition of partial shading, the Power-Voltage curve of photovoltaic array presents a characteristic of multi-peak, when conventional maximum power point tracking (MPPT) algorithms, like Perturb and Observe method (PO), fail to track efficiently. Crow search algorithm (CSA) has outstanding global search capability, because of which it is used to track maximum power point under the condition of partial shading. But it also has the problems in local optimum and oscillating amplitude. To solve those problems, both of an auto judgment of power output and an optimization-orientation guided by elite individuals are introduced. The results presented in MATLAB/Simulink that the application of improved CSA in MPPT can track efficiently with lower level of oscillating amplitude.

Applied and Computational EngineeringVol. 142(1)
Dalian Maritime University (CN)
Openalex Percentile: Top 95%
Power Systems and Renewable Energy
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