Solar Power Estimation Methods Using ANN and CA-ANN Models for Hydrogen Production Potential in Mediterranean Region
IETE Journal of Research, cilt.70, sa.3, ss.3280-3294, 2024 (SCI-Expanded, Scopus)
- Yayın Türü: Makale / Tam Makale
- Cilt numarası: 70 Sayı: 3
- Basım Tarihi: 2024
- Doi Numarası: 10.1080/03772063.2023.2176931
- Dergi Adı: IETE Journal of Research
- Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus
- Sayfa Sayıları: ss.3280-3294
- Anahtar Kelimeler: Artificial neural network, Cultural algorithm, Hydrogen energy, Renewable energy, solar energy
- Çukurova Üniversitesi Adresli: Evet
Özet
Among renewable energy sources, investments in solar and hydrogen energy as eco-friendly energy sources are continuously expanding. The energy generated by solar photovoltaic (PV) panels, varies during the day. In order to ensure energy continuity, hybrid systems are being developed by integrating solar energy systems with different energy systems. Solar-assisted hydrogen production energy systems have a number of advantages, such as having zero carbon emissions, being able to be used as fuel in fuel cells, and having a high energy density of hydrogen. The sustainable energy obtained from solar energy is used to meet the energy demand in numerous applications due to the high solar energy potential in Mediterranean Region. In this article, solar PV panel output power prediction based on Artificial Neural Network (ANN) and Cultural Algorithm-Artificial Neural Network (CA-ANN) for a solar-assisted hydrogen production energy system have been performed. In this study, the real time data of a 4 MW solar PV power plant is used to estimate solar PV output power. Predicting the output power of PV power plants with high accuracy is of great importance in the realization of energy management, hydrogen production and storage strategies. The numerical results obtained at the end of the study are presented. The results obtained with the ANN and CA-ANN methods are given in detail. In addition, the hydrogen production amount in the Mediterranean region is calculated using MATLAB/Simulink software. The analysis results show that the Mediterranean region has high efficiency hydrogen production potential.