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
  • [1] Benchmarking on improvement and site-adaptation techniques for modeled solar radiation datasets
    Polo, Jesus
    Fernandez-Peruchena, Carlos
    Salamalikis, Vasileios
    Mazorra-Aguiar, Luis
    Turpin, Mathieu
    Martin-Pomares, Luis
    Kazantzidis, Andreas
    Blanc, Philippe
    Remund, Jan
    SOLAR ENERGY, 2020, 201 : 469 - 479
  • [2] Machine learning for site-adaptation and solar radiation forecasting
    Narvaez, Gabriel
    Felipe Giraldo, Luis
    Bressan, Michael
    Pantoja, Andres
    RENEWABLE ENERGY, 2021, 167 : 333 - 342
  • [3] Preliminary survey on site-adaptation techniques for satellite-derived and reanalysis solar radiation datasets
    Polo, J.
    Wilbert, S.
    Ruiz-Arias, J. A.
    Meyer, R.
    Gueymard, C.
    Suri, M.
    Martin, L.
    Mieslinger, T.
    Blanc, P.
    Grant, I.
    Boland, J.
    Ineichen, P.
    Remund, J.
    Escobar, R.
    Troccoli, A.
    Sengupta, M.
    Nielsen, K. P.
    Renne, D.
    Geuder, N.
    Cebecauer, T.
    SOLAR ENERGY, 2016, 132 : 25 - 37
  • [4] Ensemble model output statistics as a probabilistic site-adaptation tool for solar irradiance: A revisit
    Yang, Dazhi
    JOURNAL OF RENEWABLE AND SUSTAINABLE ENERGY, 2020, 12 (03)
  • [5] Accurate solar radiation site adaptation: Harnessing satellite data and in situ measurements
    Ruiz-Munoz, Jose F.
    Hoyos-Gomez, Laura S.
    JOURNAL OF RENEWABLE AND SUSTAINABLE ENERGY, 2024, 16 (05)
  • [6] A Robust Methodology for Assessing the Effectiveness of Site Adaptation Techniques for Calibration of Solar Radiation Data
    Ramgolam, Yatindra Kumar
    Bangarigadu, Kaviraj
    Hookoom, Tavish
    JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME, 2021, 143 (03):
  • [7] Ensemble model output statistics as a probabilistic site-adaptation tool for satellite-derived and reanalysis solar irradiance
    Yang, Dazhi
    JOURNAL OF RENEWABLE AND SUSTAINABLE ENERGY, 2020, 12 (01)
  • [8] Analysis of Solar Power and Energy Variability Through Site Adaptation of Satellite Data With Quality Controlled Measured Solar Radiation Data
    Bangarigadu, Kaviraj
    Hookoom, Tavish
    Ramgolam, Yatindra Kumar
    Kune, Nadia Foo
    JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME, 2021, 143 (03):
  • [9] Probabilistic approach for site-adaptation and economic performance estimation of a photovoltaic project in South Korea
    Dhata, Elvina Faustina
    Kim, Chang Ki
    Kim, Hyun-Goo
    ENERGY STRATEGY REVIEWS, 2024, 54
  • [10] Methods for Site-Adaptation of Satellite-Based DNI Time Series: Application to Brazilian Northeast
    Tiba, Chigueru
    de Sa, Manoel Henriques C. F.
    Lacerda de Souza, Leonardo Faustino
    PROCEEDINGS OF THE ISES SOLAR WORLD CONFERENCE 2019 AND THE IEA SHC SOLAR HEATING AND COOLING CONFERENCE FOR BUILDINGS AND INDUSTRY 2019, 2019, : 2190 - 2200