IMPLEMENTATION OF A NEURO FUZZY CONTROL STRATEGY FOR OPTIMIZING THE ENERGY PERFORMANCE OF A HYBRID AIR BASED PVT COLLECTOR. APPLICATION TO THE MAHAJANGA SITE
Abstract & Details
Research Area
Énergétique
Keywords
Air-based PVT
Artificial Intelligence
Neuro-fuzzy system
MPPT
performance
Optimization
Renewable energies
Mahajanga
Abstract
The Mahajanga region benefits from exceptional solar resources, characterized by one of the highest levels of solar irradiation in Madagascar, thus providing optimal conditions for the operation of photovoltaic generators. Air-based hybrid photovoltaic-thermal (PVT) systems demonstrate superior energy efficiency due to their cogeneration capability. This study presents an original neuro-fuzzy MPPT control approach applied to air-based PVT systems within the specific context of Mahajanga. The results indicate a marked improvement in tracking accuracy compared to conventional methods, offering concrete prospects for energy optimization in tropical regions. The system processes the measured electrical parameters in real time, utilizing the instantaneous error (E) and its variation (ΔE) to determine the optimal duty cycle (D) of the Boost converter. The comparative analysis with the conventional P&O algorithm demonstrates a significant improvement in energy performance through the neuro-fuzzy approach, validating its potential for optimizing the exploitation of Mahajanga's solar resources.
License
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Commons
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Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | TSARAZAKA Yves Germain | Doctoral School of Life Sciences and Modeling (EDGVM), University of Mahajanga, Madagascar |
| 2 | HANITRANIRINA Eloddy | Doctoral School of Life Sciences and Modeling (EDGVM), University of Mahajanga, Madagascar |
| 3 | TOVONDRAINY Ramiandrisoa | Doctoral School of Life Sciences and Modeling (EDGVM), University of Mahajanga, Madagascar |
| 4 | RAHARIJAONA Petera | Doctoral School of Life Sciences and Modeling (EDGVM), University of Mahajanga, Madagascar |
| 5 | DONA Victorien Bruno | Doctoral School of Life Sciences and Modeling (EDGVM), University of Mahajanga, Madagascar |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Germain, TSARAZAKA Yves, Eloddy, HANITRANIRINA, Ramiandrisoa, TOVONDRAINY, Petera, RAHARIJAONA, & Bruno, DONA Victorien (2025). IMPLEMENTATION OF A NEURO FUZZY CONTROL STRATEGY FOR OPTIMIZING THE ENERGY PERFORMANCE OF A HYBRID AIR BASED PVT COLLECTOR. APPLICATION TO THE MAHAJANGA SITE. International Journal of Advance Research and Innovative Ideas In Education, 11(6), 1312-1326.
MLA Style
Germain, TSARAZAKA Yves, et al. "IMPLEMENTATION OF A NEURO FUZZY CONTROL STRATEGY FOR OPTIMIZING THE ENERGY PERFORMANCE OF A HYBRID AIR BASED PVT COLLECTOR. APPLICATION TO THE MAHAJANGA SITE." International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 6, 2025, pp. 1312-1326.
IEEE Style
TSARAZAKA Yves Germain, HANITRANIRINA Eloddy, TOVONDRAINY Ramiandrisoa, RAHARIJAONA Petera, and DONA Victorien Bruno, "IMPLEMENTATION OF A NEURO FUZZY CONTROL STRATEGY FOR OPTIMIZING THE ENERGY PERFORMANCE OF A HYBRID AIR BASED PVT COLLECTOR. APPLICATION TO THE MAHAJANGA SITE," International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 6, pp. 1312-1326, 2025.
Vancouver Style
Germain TSARAZAKA Yves, Eloddy HANITRANIRINA, Ramiandrisoa TOVONDRAINY, Petera RAHARIJAONA, Bruno DONA Victorien. IMPLEMENTATION OF A NEURO FUZZY CONTROL STRATEGY FOR OPTIMIZING THE ENERGY PERFORMANCE OF A HYBRID AIR BASED PVT COLLECTOR. APPLICATION TO THE MAHAJANGA SITE. International Journal of Advance Research and Innovative Ideas In Education. 2025;11(6):1312-1326.
Harvard Style
Germain, TSARAZAKA Yves, Eloddy, HANITRANIRINA, Ramiandrisoa, TOVONDRAINY, Petera, RAHARIJAONA, & Bruno, DONA Victorien (2025) 'IMPLEMENTATION OF A NEURO FUZZY CONTROL STRATEGY FOR OPTIMIZING THE ENERGY PERFORMANCE OF A HYBRID AIR BASED PVT COLLECTOR. APPLICATION TO THE MAHAJANGA SITE', International Journal of Advance Research and Innovative Ideas In Education, 11(6), pp. 1312-1326.
Chicago Style
Germain, TSARAZAKA Yves, et al. "IMPLEMENTATION OF A NEURO FUZZY CONTROL STRATEGY FOR OPTIMIZING THE ENERGY PERFORMANCE OF A HYBRID AIR BASED PVT COLLECTOR. APPLICATION TO THE MAHAJANGA SITE." International Journal of Advance Research and Innovative Ideas In Education 11, no. 6 (2025): 1312-1326.
Turabian Style
Germain, TSARAZAKA Yves, et al. "IMPLEMENTATION OF A NEURO FUZZY CONTROL STRATEGY FOR OPTIMIZING THE ENERGY PERFORMANCE OF A HYBRID AIR BASED PVT COLLECTOR. APPLICATION TO THE MAHAJANGA SITE." International Journal of Advance Research and Innovative Ideas In Education 11, no. 6 (2025): 1312-1326.
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