Site-Adaptation of Modeled Solar Radiation Data: The SiteAdapt Procedure

被引:20
|
作者
Fernandez-Peruchena, Carlos M. [1 ]
Polo, Jesus [2 ]
Martin, Luis [3 ]
Mazorra, Luis [4 ]
机构
[1] Natl Renewable Energy Ctr CENER, C Isaac Newton 4, Seville 41092, Spain
[2] CIEMAT, Photovolta Solar Energy Unit, Energy Dept, Avda Complutense 40, Madrid 28040, Spain
[3] Hamad Bin Khalifa Univ, Qatar Environm & Energy Res Inst, Doha 34110, Qatar
[4] Univ Las Palmas Gran Canaria, Univ Inst Intelligent Syst & Numer Applicat Engn, Edificio Cent Parque Tecnol, Las Palmas Gran Canaria 35017, Spain
关键词
site-adaptation; data fusion; bankability of solar projects; satellite-derived irradiance; bias removal; SATELLITE; PACKAGE; SURFACE; GHI; DNI;
D O I
10.3390/rs12132127
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The adaptation of modeled solar radiation data with coincident ground measurements has become a standard practice of the industry, typically requested by financial institutions in the detailed solar resource assessments of solar projects. This practice mitigates the risk of solar projects, enhancing the adequate solar plant design and reducing the uncertainty of its yield estimates. This work presents a procedure for improving the accuracy of modeled solar irradiance series through site-adaptation with coincident ground-based measurements relying on the use of a regression preprocessing followed by an empirical quantile mapping (eQM) correction. It was tested at nine sites in a wide range of latitudes and climates, resulting in significant improvements of statistical indicators of dispersion, distribution similarity and overall performance: relative bias is reduced on average from -1.8% and -2.3% to 0.1% and 0.3% for GHI and DNI, respectively; relative root mean square deviation is reduced on average from 17.9% and 34.9% to 14.6% and 29.8% for GHI and DNI, respectively; the distribution similarity is also improved after the site-adaptation (KSIis 3.5 and 3.9 times lower for GHI and DNI at hourly scale, respectively). The methodology is freely available as supplementary material and downloadable as R-package from SiteAdapt.
引用
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页数:17
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