A photovoltaic power output dataset: Multi-source photovoltaic power output dataset with Python']Python toolkit

被引:25
|
作者
Yao, Tiechui [1 ,2 ]
Wang, Jue [1 ,2 ]
Wu, Haoyan [3 ]
Zhang, Pei [3 ,4 ]
Li, Shigang [5 ]
Wang, Yangang [1 ,2 ]
Chi, Xuebin [1 ,2 ]
Shi, Min [6 ]
机构
[1] Chinese Acad Sci, Comp Network Informat Ctr, Beijing, Peoples R China
[2] Univ Chinese Acad Sci, Sch Comp Sci & Technol, Beijing, Peoples R China
[3] Beijing Jiaotong Univ, Sch Comp & Informat Technol, Beijing, Peoples R China
[4] East China Jiaotong Univ, Sch Elect & Automat Engn, Nanchang, Jiangxi, Peoples R China
[5] Swiss Fed Inst Technol, Dept Comp Sci, Zurich, Switzerland
[6] State Grid Hebei Elect Power Co Ltd, Shijiazhuang, Hebei, Peoples R China
关键词
Photovoltaic power output dataset; Open source; !text type='Python']Python[!/text] toolkit; Data article; RADIATION BUDGET NETWORK; SOLAR-RADIATION; SKY IRRADIANCE; EASY ACCESS; PERFORMANCE; MODEL; PV; PACKAGE; SYSTEMS; SURFRAD;
D O I
10.1016/j.solener.2021.09.050
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
The power output of photovoltaic (PV) systems is chiefly affected by climate and weather conditions. In that, PV farm requires accurate weather data, particularly, solar irradiance, in order to predict its power output as a means to improve solar energy utilization. Nevertheless, publicly available datasets which consist both power and weather data are exceptionally few. This may be a combined effect of data propriety and cumbersome collection procedure. And the rarity of such data greatly hinders the progress of solar PV research. Indeed, most solar energy meteorology applications, such as solar forecasting or PV performance evaluation, can benefit from multi-source high-quality datasets. In view of that, we release a PV power output dataset (PVOD), which contains metadata, numerical weather prediction data, and local measurements data from 10 PV systems located in China. In PVOD, a Python toolkit with basic functions for data access and preprocessing is provided. Additionally, a case study on PV power output estimation is depicted to demonstrate the potential usage of the dataset.
引用
收藏
页码:122 / 130
页数:9
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