Spatial Aggregation of Small-Scale Photovoltaic Generation Using Voronoi Decomposition

被引:7
|
作者
Lopez Lorente, Javier [1 ]
Liu, Xueqin [1 ]
Morrow, D. John [1 ]
机构
[1] Queens Univ Belfast, Sch Elect Elect Engn & Comp Sci, Belfast BT9 5AH, Antrim, North Ireland
关键词
Small scale solar photovoltaic; distributed generation; upscaling method; Voronoi decomposition; NUMERICAL WEATHER PREDICTION; IRRADIANCE; MODELS; REGRESSION; FORECAST;
D O I
10.1109/TSTE.2020.2970217
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this article, a methodology based in Voronoi decomposition is proposed to spatially aggregate small-scale solar generation. The locations of relevant electrical infrastructure are used to manage the uncertainty on locating solar photovoltaic installations. The known coordinates of step-down high- to medium-voltage electrical substations (i.e. bulk supply points) are used to divide the territory and find multiple representative locations where solar resource can be assessed. Modelling solar photovoltaic generation from global solar radiation observations permits the estimation of power output and degradation factor due to age for the entire small-scale photovoltaic fleet. The results are validated against multiple solar installations across the region of study (Northern Ireland, UK) and show a relatively low root mean square error with monthly values ranging from 0.036 to 0.123 kW/kWp. The proposed method is scalable to larger and smaller geographical areas and transferable to other categories of solar photovoltaic installations. This methodology can serve as a basis for multiple applications, such as solar generation forecasting. System operators could utilise this method to improve knowledge of when, where and in what amount additional resources would be required to manage solar penetration in favour of a robust, low-carbon and efficient power network.
引用
收藏
页码:2677 / 2686
页数:10
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