A novel theoretical and practical methodology for extracting the parameters of the single and double diode Photovoltaic models
Solar Photovoltaic (PV) system is one of the most significant forms of renewable energy resources, and it requires accuracy to assess, design, and extraction of its parameters. Several methods have been extensively applied to mimic the nonlinearity and multi-model behavior of the PV system. However,...
| Main Authors: | , , , , , |
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| Format: | Article |
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Institute of Electrical and Electronics Engineers
2022
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| Online Access: | http://psasir.upm.edu.my/id/eprint/100269/ |
| _version_ | 1848863279355527168 |
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| author | Mohammed Ridha, Hussein Hizam, Hashim Mirjalili, Seyedali Othman, Mohammad Lutfi Ya’acob, Mohammad Effendy Abualigah, Laith |
| author_facet | Mohammed Ridha, Hussein Hizam, Hashim Mirjalili, Seyedali Othman, Mohammad Lutfi Ya’acob, Mohammad Effendy Abualigah, Laith |
| author_sort | Mohammed Ridha, Hussein |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | Solar Photovoltaic (PV) system is one of the most significant forms of renewable energy resources, and it requires accuracy to assess, design, and extraction of its parameters. Several methods have been extensively applied to mimic the nonlinearity and multi-model behavior of the PV system. However, there is no method to date that can guarantee the extracted parameter of the PV model is the most accurate one. Therefore, this paper presents a unique approach known as Hybridized Arithmetic Operation Algorithm based on Efficient Newton Raphson (HAOA ENR ) to experimentally extract the parameters of the single-diode and double-diode PV models at the variability of the climatic changes. Firstly, the objective function is efficiently designed to roughly predict the initial root values of the PV equation. Secondly, the Lévy flight and Brownian strategies are integrated in the four operators of AOA to thoroughly analyze the feature space of this problem. Additionally, the four operators of the AOA is divided into two phases to equilibrium between the exploration and exploitation tendencies. Furthermore, the chaotic map and robust mutation techniques are systematically employed in the beginning and halves of generations to ensure the algorithm can reach globally at few numbers iterations. Finally, a nonlinearly adjustable damping parameter of the Levenberg-Marquardt technique is linked with the NR method to replicate the fluctuation behaviours of the PV models. The experimental findings revealed that the proposed HAOA ENR outperformed all other methods found in the literature, with average RMSE values close to zero values for both PV models. |
| first_indexed | 2025-11-15T13:30:24Z |
| format | Article |
| id | upm-100269 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| last_indexed | 2025-11-15T13:30:24Z |
| publishDate | 2022 |
| publisher | Institute of Electrical and Electronics Engineers |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-1002692024-07-10T06:13:27Z http://psasir.upm.edu.my/id/eprint/100269/ A novel theoretical and practical methodology for extracting the parameters of the single and double diode Photovoltaic models Mohammed Ridha, Hussein Hizam, Hashim Mirjalili, Seyedali Othman, Mohammad Lutfi Ya’acob, Mohammad Effendy Abualigah, Laith Solar Photovoltaic (PV) system is one of the most significant forms of renewable energy resources, and it requires accuracy to assess, design, and extraction of its parameters. Several methods have been extensively applied to mimic the nonlinearity and multi-model behavior of the PV system. However, there is no method to date that can guarantee the extracted parameter of the PV model is the most accurate one. Therefore, this paper presents a unique approach known as Hybridized Arithmetic Operation Algorithm based on Efficient Newton Raphson (HAOA ENR ) to experimentally extract the parameters of the single-diode and double-diode PV models at the variability of the climatic changes. Firstly, the objective function is efficiently designed to roughly predict the initial root values of the PV equation. Secondly, the Lévy flight and Brownian strategies are integrated in the four operators of AOA to thoroughly analyze the feature space of this problem. Additionally, the four operators of the AOA is divided into two phases to equilibrium between the exploration and exploitation tendencies. Furthermore, the chaotic map and robust mutation techniques are systematically employed in the beginning and halves of generations to ensure the algorithm can reach globally at few numbers iterations. Finally, a nonlinearly adjustable damping parameter of the Levenberg-Marquardt technique is linked with the NR method to replicate the fluctuation behaviours of the PV models. The experimental findings revealed that the proposed HAOA ENR outperformed all other methods found in the literature, with average RMSE values close to zero values for both PV models. Institute of Electrical and Electronics Engineers 2022-01-13 Article PeerReviewed Mohammed Ridha, Hussein and Hizam, Hashim and Mirjalili, Seyedali and Othman, Mohammad Lutfi and Ya’acob, Mohammad Effendy and Abualigah, Laith (2022) A novel theoretical and practical methodology for extracting the parameters of the single and double diode Photovoltaic models. IEEE Access, 10. pp. 11110-11137. ISSN 2169-3536 https://ieeexplore.ieee.org/document/9681067 10.1109/ACCESS.2022.3142779 |
| spellingShingle | Mohammed Ridha, Hussein Hizam, Hashim Mirjalili, Seyedali Othman, Mohammad Lutfi Ya’acob, Mohammad Effendy Abualigah, Laith A novel theoretical and practical methodology for extracting the parameters of the single and double diode Photovoltaic models |
| title | A novel theoretical and practical methodology for extracting the parameters of the single and double diode Photovoltaic models |
| title_full | A novel theoretical and practical methodology for extracting the parameters of the single and double diode Photovoltaic models |
| title_fullStr | A novel theoretical and practical methodology for extracting the parameters of the single and double diode Photovoltaic models |
| title_full_unstemmed | A novel theoretical and practical methodology for extracting the parameters of the single and double diode Photovoltaic models |
| title_short | A novel theoretical and practical methodology for extracting the parameters of the single and double diode Photovoltaic models |
| title_sort | novel theoretical and practical methodology for extracting the parameters of the single and double diode photovoltaic models |
| url | http://psasir.upm.edu.my/id/eprint/100269/ http://psasir.upm.edu.my/id/eprint/100269/ http://psasir.upm.edu.my/id/eprint/100269/ |