Comparative Analysis of Two Mathematical Models of Single Diode Photovoltaic Cells for Extracting PV Parameters Using Levenberg – Marquardt Algorithm
In this present study, two mathematical models derived from the single-diode model of photovoltaic (PV) cells and modules are evaluated. Moreover, the two mathematical approaches are investigated for the reduced single-diode model and the reduced single-diode combined to Lambert W-function model. Th...
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| Format: | Article |
| Language: | English |
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EDP Sciences
2025-01-01
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| Series: | E3S Web of Conferences |
| Online Access: | https://www.e3s-conferences.org/articles/e3sconf/pdf/2025/01/e3sconf_icegc2024_00100.pdf |
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| author | Chahet Youssef Mimouni Abdelmalek Bouaichi Abdellatif El Amraoui Mohamed El Amrani Aumeur Bejjit Lahcen |
| author_facet | Chahet Youssef Mimouni Abdelmalek Bouaichi Abdellatif El Amraoui Mohamed El Amrani Aumeur Bejjit Lahcen |
| author_sort | Chahet Youssef |
| collection | DOAJ |
| description | In this present study, two mathematical models derived from the single-diode model of photovoltaic (PV) cells and modules are evaluated. Moreover, the two mathematical approaches are investigated for the reduced single-diode model and the reduced single-diode combined to Lambert W-function model. The Levenberg-Marquardt optimization algorithm is chosen due to its effectiveness in addressing the complex optimization problems encountered in PV cells modeling. The comparative analysis evaluated the accuracy and computational efficiency of the both models for three PV datasets obtained from the literature. The results demonstrated that the combination of the reduced single-diode with Lambert W-function model achieves a minimum RMSE value of 3.1627×10−4, compared to the reduced single-diode model one of 3.2066×10−4. |
| format | Article |
| id | doaj-art-4c73a31e235a4a4881a26ac3c6d9d85c |
| institution | Kabale University |
| issn | 2267-1242 |
| language | English |
| publishDate | 2025-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | E3S Web of Conferences |
| spelling | doaj-art-4c73a31e235a4a4881a26ac3c6d9d85c2025-02-05T10:46:26ZengEDP SciencesE3S Web of Conferences2267-12422025-01-016010010010.1051/e3sconf/202560100100e3sconf_icegc2024_00100Comparative Analysis of Two Mathematical Models of Single Diode Photovoltaic Cells for Extracting PV Parameters Using Levenberg – Marquardt AlgorithmChahet Youssef0Mimouni Abdelmalek1Bouaichi Abdellatif2El Amraoui Mohamed3El Amrani Aumeur4Bejjit Lahcen5LASMAR, Faculty of Sciences, Moulay Ismail University of MeknesMIN research Group, LASMAR, ESTM, Moulay Ismail University of MeknesSMARTi Laboratory, EMSI RabatLASMAR, Faculty of Sciences, Moulay Ismail University of MeknesMIN research Group, LASMAR, ESTM, Moulay Ismail University of MeknesMIN research Group, LASMAR, ESTM, Moulay Ismail University of MeknesIn this present study, two mathematical models derived from the single-diode model of photovoltaic (PV) cells and modules are evaluated. Moreover, the two mathematical approaches are investigated for the reduced single-diode model and the reduced single-diode combined to Lambert W-function model. The Levenberg-Marquardt optimization algorithm is chosen due to its effectiveness in addressing the complex optimization problems encountered in PV cells modeling. The comparative analysis evaluated the accuracy and computational efficiency of the both models for three PV datasets obtained from the literature. The results demonstrated that the combination of the reduced single-diode with Lambert W-function model achieves a minimum RMSE value of 3.1627×10−4, compared to the reduced single-diode model one of 3.2066×10−4.https://www.e3s-conferences.org/articles/e3sconf/pdf/2025/01/e3sconf_icegc2024_00100.pdf |
| spellingShingle | Chahet Youssef Mimouni Abdelmalek Bouaichi Abdellatif El Amraoui Mohamed El Amrani Aumeur Bejjit Lahcen Comparative Analysis of Two Mathematical Models of Single Diode Photovoltaic Cells for Extracting PV Parameters Using Levenberg – Marquardt Algorithm E3S Web of Conferences |
| title | Comparative Analysis of Two Mathematical Models of Single Diode Photovoltaic Cells for Extracting PV Parameters Using Levenberg – Marquardt Algorithm |
| title_full | Comparative Analysis of Two Mathematical Models of Single Diode Photovoltaic Cells for Extracting PV Parameters Using Levenberg – Marquardt Algorithm |
| title_fullStr | Comparative Analysis of Two Mathematical Models of Single Diode Photovoltaic Cells for Extracting PV Parameters Using Levenberg – Marquardt Algorithm |
| title_full_unstemmed | Comparative Analysis of Two Mathematical Models of Single Diode Photovoltaic Cells for Extracting PV Parameters Using Levenberg – Marquardt Algorithm |
| title_short | Comparative Analysis of Two Mathematical Models of Single Diode Photovoltaic Cells for Extracting PV Parameters Using Levenberg – Marquardt Algorithm |
| title_sort | comparative analysis of two mathematical models of single diode photovoltaic cells for extracting pv parameters using levenberg marquardt algorithm |
| url | https://www.e3s-conferences.org/articles/e3sconf/pdf/2025/01/e3sconf_icegc2024_00100.pdf |
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