Simulation of photovoltaic power output using ERA5 reanalysis dataset validated with high-resolution observational measurements
บทความในวารสาร
ผู้เขียน/บรรณาธิการ
กลุ่มสาขาการวิจัยเชิงกลยุทธ์
รายละเอียดสำหรับงานพิมพ์
รายชื่อผู้แต่ง: Usman Yahaya, Dhirayut Chenvidhya, Yaowanee Sangpongsanont, Ballang Muenpinij, Tanokkorn Chenvidhya
ผู้เผยแพร่: IOP Publishing
ปีที่เผยแพร่ (ค.ศ.): 2025
วารสาร: Japanese Journal of Applied Physics (0021-4922)
Volume number: 64
Issue number: 05SP22
หน้าแรก: 1
หน้าสุดท้าย: 05SP22-20
นอก: 0021-4922
eISSN: 1347-4065
บทคัดย่อ
This study utilizes the ERA5 reanalysis dataset to simulate hourly DC power output using pvlib python (PVLIB) for three years (2018–2020), validated with high-resolution observational measurements from a rooftop photovoltaic (PV) system in Thailand. We have identified the optimal PVLIB configuration to predict the power output from five experiments conducted. Simulations performed better under clear-sky conditions, achieving a correlation exceeding 0.74, root mean square error (RMSE) less than 0.94 kW, and normalized RMSE (nRMSE) less than 18.80%. On the other hand, the performance tended to decline under cloudy-sky, exhibiting a correlation exceeding 0.75, RMSE exceeding 1.0 kW, and nRMSE of more than 94%. Although the performance indicates that ERA5 could be a good substitute data for predicting PV power output, the reliability of these simulations could be improved by assessing additional ERA5 variables and applying bias correction techniques.
คำสำคัญ
ERA5, PVLIB, Solar photovoltaic