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
收藏
页数:17
相关论文
共 50 条
  • [21] MEASURED AND MODELED RADIATION FLUXES FROM PRAIRIE VEGETATION AT THE FIFE SITE
    STARKS, PJ
    WALTERSHEA, EA
    BLAD, BL
    NORMAN, JM
    HAYS, CJ
    19TH CONFERENCE ON AGRICULTURAL AND FOREST METEOROLOGY AND NINTH CONFERENCE ON BIOMETEOROLOGY AND AEROBIOLOGY, 1989, : 151 - 151
  • [22] Assessing bias in evapotranspiration and soil moisture estimates due to the use of modeled solar radiation and dew point temperature data
    Mahmood, R
    Hubbard, KG
    AGRICULTURAL AND FOREST METEOROLOGY, 2005, 130 (1-2) : 71 - 84
  • [23] Estimation of global horizontal irradiance using satellite-derived data across Middle East-North Africa: The role of aerosol optical properties and site-adaptation methodologies
    Vamvakas, Ioannis
    Salamalikis, Vasileios
    Benitez, Daniel
    Al-Salaymeh, Ahmed
    Bouaichaoui, Sofiane
    Yassaa, Noureddine
    Guizani, AmenAllah
    Kazantzidis, Andreas
    RENEWABLE ENERGY, 2020, 157 : 312 - 331
  • [24] Probabilistic post-processing of gridded atmospheric variables and its application to site adaptation of shortwave solar radiation
    Yang, Dazhi
    Gueymard, Christian A.
    SOLAR ENERGY, 2021, 225 : 427 - 443
  • [25] Comparison of land surface temperature (LST) modeled with a spatially-distributed solar radiation model (SRAD) and remote sensing data
    Sheng, Jingfen
    Wilson, John P.
    Lee, Sujin
    ENVIRONMENTAL MODELLING & SOFTWARE, 2009, 24 (03) : 436 - 443
  • [26] Benchmarking of modeled solar irradiation data in Uruguay at a daily time scale
    Sarazola I.
    Laguarda A.
    Ceballos J.C.
    Alonso-Suarez R.
    IEEE Latin America Transactions, 2023, 21 (09): : 1040 - 1048
  • [27] Hourly solar radiation estimation from limited meteorological data to complete missing solar radiation data
    Dimas, F. A.
    Gilani, S. I.
    Aris, M. S.
    ENVIRONMENT SCIENCE AND ENGINEERING, 2011, 8 : 14 - 18
  • [28] Incident solar radiation data at Odeillo solar furnaces
    Gineste, JM
    Flamant, G
    Olalde, G
    JOURNAL DE PHYSIQUE IV, 1999, 9 (P3): : 623 - 628
  • [29] Particle acceleration and radiation in flaring complex solar active regions modeled by cellular automata
    Dauphin, C.
    Vilmer, N.
    Anastasiadis, A.
    ASTRONOMY & ASTROPHYSICS, 2007, 468 (01) : 273 - 288
  • [30] Mapping vegetation spatial patterns from modeled water, temperature and solar radiation gradients
    Dymond, CC
    Johnson, EA
    ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2002, 57 (1-2) : 69 - 85