
Solar Energy Materials and Solar Cells, Journal Year: 2025, Volume and Issue: 287, P. 113625 - 113625
Published: April 8, 2025
Language: Английский
Solar Energy Materials and Solar Cells, Journal Year: 2025, Volume and Issue: 287, P. 113625 - 113625
Published: April 8, 2025
Language: Английский
Renewable Energy, Journal Year: 2025, Volume and Issue: unknown, P. 122821 - 122821
Published: March 1, 2025
Language: Английский
Citations
1Energies, Journal Year: 2025, Volume and Issue: 18(8), P. 2019 - 2019
Published: April 15, 2025
Accurate temperature prediction in bifacial photovoltaic (PV) modules is critical for optimizing solar energy systems. Conventional models face challenges to balance accuracy, interpretability, and computational efficiency. This study addresses these limitations by introducing a symbolic regression (SR) framework based on genetic algorithms model nonlinear relationships between environmental variables module without predefined structures. High-resolution data, including radiation, ambient temperature, wind speed, PV were collected at 5 min intervals over year from 19.9 MW plant with trackers San Marcos, Colombia. The SR performance was compared multiple linear regression, normal operating cell (NOCT), empirical models. outperformed others achieving root mean squared error (RMSE) of 4.05 °C, coefficient determination (R2) 0.91, Spearman’s rank correlation 0.95, absolute (MAE) 2.25 °C. Its hybrid structure combines dependencies trigonometric terms capturing radiation dynamics. effectively balances accuracy providing information modeling
Language: Английский
Citations
0Renewable Energy, Journal Year: 2025, Volume and Issue: unknown, P. 123279 - 123279
Published: May 1, 2025
Language: Английский
Citations
0Journal of Thermal Analysis and Calorimetry, Journal Year: 2025, Volume and Issue: unknown
Published: March 10, 2025
Language: Английский
Citations
0Energy, Journal Year: 2025, Volume and Issue: unknown, P. 135764 - 135764
Published: March 1, 2025
Language: Английский
Citations
0Solar Energy Materials and Solar Cells, Journal Year: 2025, Volume and Issue: 287, P. 113625 - 113625
Published: April 8, 2025
Language: Английский
Citations
0