Abstract

We investigate the accuracy of wind and photovoltaic time series in individual systems in Norway. To study the accuracy of the available open data sets, we compare the measured production from individual photovoltaic- and wind power plants to the open time series from Renewables.ninja and EMHIRES. Additionally, we try to adjust the wind speed based on the average wind speed from Global Wind Atlas 3.0 and Norwegian water resources and energy directorate's Wind Map to try to achieve more accurate wind speed time series that take into account the local wind conditions, since they are not well represented in the large resolution of the MERRA-2 data set used by Renewables.ninja. The results for photovoltaic production time series are promising, the correlation between production obtained from Renewables.ninja and measured production is above 0.72 and maximum capacity factor difference of 2.5%. For the case of wind production, production time series show considerable deviations depending on the specific wind farm (correlation between 0.51 and 0.91 depending on the case and year). Additionally, the adjustments only improve the time series in some of the wind farms, whereas in others the results are even less accurate than the Renewables.ninja time series compared to the measured data.

Highlights

  • Power generation from renewable energy sources (RES) is fundamental for achieving the transition to a low emission energy system

  • The evaluation of national production time series from EMHIRES and Renewables.ninja showed that the latter provided more exact results when compared to real aggregated data from wind and PV producers

  • We focus on local PV systems and wind farms and will study the possibilities to obtain production time series from Renewables.ninja for individual systems

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Summary

Background

Power generation from renewable energy sources (RES) is fundamental for achieving the transition to a low emission energy system. The article did not include the Modern-Era Retrospective analysis for Research and Applications Version 2 (MERRA-2) satellite data in the comparison, used by Renewables.ninja. The contribution of this article is to expand on earlier studies and to study the accuracy of open satellite based data where there is available measured data for the Nordic countries, not previously covered, and from specific locations in Norway. The availability and accuracy of open data for wind and PV production is analysed at national level in Norway, Sweden, and Denmark.

Data sources
Open data
Production data
Sweden Hourly national PV generation can be downloaded from Svenska
Norway
Sweden
Denmark
Local PV production
Local generation
Local wind production
Findings
Summary and conclusion
Full Text
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