CJAYA Algorithm for SDM Parameters Estimation of PV Model

版本 1.1.0 (4.7 KB) 作者: Premkumar Manoharan
A new CJAYA is proposed to estimate the parameters of the SDM. Chaotic and self-adaptive weights are combined to get the best solutions.
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更新时间 2022/11/8
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Parameters for defining photovoltaic models using measured voltage–current characteristics are essential for simulation, control, and evaluation of photovoltaic-based systems. This paper proposes an enhanced chaotic JAYA algorithm to classify the parameters of various photovoltaic models, such as the single-diode and double-diode models, accurately and reliably. The proposed algorithm introduces a self-adaptive weight to regulate the trend to reach the optimal solution and avoid the worst solution in various phases of the search space. The self-adaptive weight capability also allows the proposed technique to reach the best solution at the earliest phase, and later, the local search process starts, which also increase the ability to explore. A three different chaotic process, including sine, logistics and tent map, is proposed to optimize the consistency of each generation’s best solution. The proposed algorithm and its variants proposed are used to solve the parameter estimation problem of various PV models. To show the proficiency of the suggested algorithm and its variants, an extensive simulation is carried out using MATLAB/Simulink software. Two statistical tests are conducted and compared with the latest techniques for validating the performance of the suggested algorithm and its variants. Comprehensive analysis and experimental results display that the suggested algorithm can achieve highly competitive efficiency in terms of accuracy and reliability compared to other algorithms in the literature. This research will be backed up with extra online service and guidance for the paper’s source code at https://premkumarmanoharan.wixsite.com/mysite.

引用格式

Premkumar Manoharan (2024). CJAYA Algorithm for SDM Parameters Estimation of PV Model (https://github.com/mpremme/CJAYA_Algorithm/releases/tag/1.1.0), GitHub. 检索时间: .

M. Premkumar, Pradeep Jangir, R. Sowmya, M.E. Rajvikram, and B. Santhosh Kumar, “Enhanced Chaotic JAYA Algorithm for Parameter Estimation of Photovoltaic Cell/Modules,” ISA Transactions, Vol. 116, pp. 139-166, 2021.

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版本 已发布 发行说明
1.1.0

See release notes for this release on GitHub: https://github.com/mpremme/CJAYA_Algorithm/releases/tag/1.1.0
1.0.1

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1.0.0

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要查看或报告此来自 GitHub 的附加功能中的问题，请访问其 GitHub 仓库。