Abstract
Two products provided by the climate monitoring satellite application facility (CMSAF) are the instantaneous Cloud Fractional Coverage (iCFC) and the instantaneous Cloud Type (iCTY) products. Previous studies based on the iCFC product show that the simple solar radiation models belonging to the cloudiness index class n CFC = 0.1–1.0 have rRMSE values ranging between 68 and 71 %. The products iCFC and iCTY are used here to develop simple models providing hourly estimates for solar global irradiance. Measurements performed at five weather stations of Romania (South-Eastern Europe) are used. Two three-class characterizations of the state-of-the-sky, based on the iCTY product, are defined. In case of the first new sky state classification, which is roughly related with cloud altitude, the solar radiation models proposed here perform worst for the iCTY class 4–15, with rRMSE values ranging between 46 and 57 %. The spreading error of the simple models is lower than that of the MAGIC model for the iCTY classes 1–4 and 15–19, but larger for iCTY classes 4–15. In case of the second new sky state classification, which takes into account in a weighted manner the chance for the sun to be covered by different types of clouds, the solar radiation models proposed here perform worst for the cloudiness index class n CTY = 0.7–0.1, with rRMSE values ranging between 51 and 66 %. Therefore, the two new sky state classifications based on the iCTY product are useful in increasing the accuracy of solar radiation models.
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References
Badescu V (2015) Solar radiation estimation from cloudiness data. Satellite vs ground-based observations. Int J Green Energy 12:852–864
Badescu V, Dumitrescu A (2014) Simple models to compute solar global irradiance from the CMSAF product cloud fractional coverage. Renew Energy 66:118–131
Badescu V, Dumitrescu A (2015) Simple solar radiation modelling for different cloud types and climatologies. Theor App Climatol. doi:10.1007/s00704-015-1400-7
Belcher BN, DeGaetano AT (2007) A revised empirical model to estimate solar radiation using automated surface weather observations. Sol Energy 81:329–345
Bilgili M, Ozgoren M (2011) Daily total global solar radiation modeling from several meteorological data. Met Atmos Physics 112:125–138
Chow CW, Urquhart B, Lave M, Dominguez A, Kleissl J, Shields J, Washom B (2011) Intra-hour forecasting with a total sky imager at the UC San Diego solar energy testbed. Sol Energy 85:2881–2893
Derrien M, LeGleau H (2005) MSG/SEVIRI cloud mask and type from SAFNWC. Int J Rem Sensing 26:4707–4732
Good E (2010) Estimating daily sunshine duration over the UK from geostationary satellite data. Weather 65:324–328
Grigiante M, Mottes F, Zardi D, de Franceschi M (2011) Experimental solar radiation measurements and their effectiveness in setting up a real-sky irradiance model. Ren Energy 36:1–8
Houborg R, Soegaard H, Emmerich W, Moran S (2007) Inferences of all sky solar irradiance using Terra and Aqua MODIS satellite data. Int J Rem Sensing 28:4509–4535
Huang J, Korolkiewicz M, Agrawal M, Boland J (2013) Forecasting solar radiation on an hourly time scale using a Coupled AutoRegressive and Dynamical System (CARDS) model. Sol Energy 87:136–139
Kandirmaz HM, Yegingi L, Peştemalci V, Emrahoglu N (2004) Daily global solar radiation mapping of Turkey using Meteosat satellite data. Int J Rem Sensing 25:2159–2168
Krähenmann S, Ahrens B (2013) Spatial gridding of daily maximum and minimum 2 m temperatures supported by satellite observations. Met Atmos Phys 120:87–105
Lefevre M, Wald L, Diabate L (2007) Using reduced data sets ISCCP-B2 from the Meteosat satellites to assess surface solar irradiance. Sol Energy 81:240–253
Lengfeld K, Macke A, Feister U, Urgen J, Uldner G (2010) Parameterization of solar radiation from model and observations. Meteorol Zeit 19:25–33
Li DHW, Lam JC (2001) An analysis of climatic parameters and sky condition classification. Build Envir 36:435–445
Liou KN (1980) An introduction to atmospheric radiation. Academic Press Inc, London
Martínez-Chico M, Batlles FJ, Bosch JL (2011) Cloud classification in a Mediterranean location using radiation data and sky images. Energy 36:4055–4062
Mayer B, Kylling A (2005) Technical note: the libRadtran software package for radiative transfer calculations—description and examples of use. Atmos Chem Phys 5:1855–1877
Moradi I, Mueller R, Alijani B, Kamali GA (2009) Evaluation of the Heliosat-II method using daily irradiation for four stations in Iran. Sol Energy 83:150–156
Mueller RW, Dagestad KF, Ineichen P, Schroedter-Homscheidt M, Cros S, Dumortier D, Kuhlemann R, Olseth JA, iernavieja G, Reise C, Wald L, Heinemann D (2004) Rethinking satellite based solar irradiance modeling—the SOLIS clear sky module. Rem Sens Environ 91:160–174
Mueller W, Matsoukas C, Gratzki A, Behr HD, Hollmann R (2009) The CM-SAF operational scheme for the satellite based retrieval of solar surface irradiance—A LUT based eigenvector hybrid approach. Rem Sens Environ 113:1012–1024
NWCSAF (2014) Algorithm Theoretical Basis Document for the Cloud Mask of the NWC/PPS, NWC/CDOP2/PPS/SMHI/SCI/ATBD/1, Issue 1, Rev. 0 15 September 2014. http://www.nwcsaf.org/scidocs/Documentation/NWC-CDOP2-PPS-SMHI-SCI-ATBD-1_v1_0.pdf
Paoli C, Voyant C, Muselli M, Nivet ML (2010) Forecasting of preprocessed daily solar radiation time series using neural networks. Sol Energy 84:2146–2160
Polo J, Zarzalejo LF, Ramírez L (2008) Solar radiation derived from satellite images. In: Badescu V (ed) Modelling solar radiation at the earth’s surface. Recent advances. Springer, Berlin, pp 449–461
Posselt R, Mueller R, Stöckli R, Trentmann J (2012) Remote sensing of solar surface radiation for climate monitoring—the CM-SAF retrieval in international comparison. Remote Sens Environ 118:186–198
Rangarajan S, Swaminathan MS, Mani A (1984) Computation of solar radiation from observations of cloud cover. Sol Energy 32:553–556
Rigollier C, Lefevre M, Wald L (2004) The method Heliosat-2 for deriving shortwave solar radiation from satellite images. Sol Energy 77:159–169
Saunders EW, Kriebel KT (1998) An improved method for detecting clear sky and cloudy radiances from AVHRR data. Int J Rem Sensing 9:123–150
Stengel M, Karlsson KG, Meirink JF (2015) Product User Manual CLOUDS, SAF/CM/DWD/PUM/CLOUDS, Version: 1.8. http://www.cmsaf.eu/EN/Documentation/Documentation/PUM/pdf/SAF_CM_DWD_PUM_CLOUDS_1_8.pdf?__blob=publicationFile&v=5
Silva AA, de Souza Echer MP (2013) Ground-based measurements of local cloud cover. Met Atmos Physics 120:201–212
SYSTAT (2002a) TableCurve 2D v5.01 for windows, SYSTAT Software Inc., 1735 Technology Drive, Suite 430. San Jose
SYSTAT (2002b) TableCurve 3D v4.0, SYSTAT Software Inc., 1735 Technology Drive, Suite 430, San Jose, CA 95110, USA
Trentmann J, Träger-Chatterjee C, Müller R (2015) Product User Manual Surface Radiation Products, SAF/CM/DWD/PUM/SFCRAD, Version: 2.5. http://www.cmsaf.eu/EN/Documentation/Documentation/PUM/pdf/SAF_CM_DWD_PUM_SFCRAD_2_5.pdf?blob=publicationFile&v=4
Vignola F, Harlan P, Perez R, Kmiecik M (2007) Analysis of satellite derived beam and global solar radiation data. Sol Energy 81:768–772
Wloczyk C, Richter R (2006) Estimation of incident solar radiation on the ground from multispectral satellite sensor imagery. Int J Rem Sensing 27:1253–1259
Yamanouchi T, Kawaguchi S (1992) Cloud distribution in the Antarctic from AVHRR data and radiation measurements at the surface. Int J Rem Sensing 13:111–127
Zak M, Sacha P, Pisoft P (2013) On the use of the CM-SAF cloud-data in the Czech Republic. First International Conference on Remote Sensing and Geoinformation of the Environment. 87950. doi:10.1117/12.2027727
Zamfir E, Badescu V (1994) Different strategies for operation of flat plate solar collectors. Energy 19:1245–1254
Zamfir E, Oancea C, Badescu V (1994) Cloud cover influence on long-term performances of flat plate solar collectors. Ren Energy 4:339–347
Zamfir E, Oancea C, Badescu V, Binder C, Radulescu L, Ciocoiu I (1996) Simple and accurate method to evaluate the time-averaged performance of flat-plate solar collectors. Energy Sources 18:685–710
Acknowledgments
The authors thank the reviewers for useful comments and suggestions. This work was supported by a grant of the Romanian National Authority for Scientific Research, CNCS—UEFISCDI, project number PN-II-ID-PCE-2011-3-0089 and by the European Cooperation in Science and Technology project COST ES1002.
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Badescu, V., Dumitrescu, A. CMSAF products Cloud Fraction Coverage and Cloud Type used for solar global irradiance estimation. Meteorol Atmos Phys 128, 525–535 (2016). https://doi.org/10.1007/s00703-015-0424-y
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DOI: https://doi.org/10.1007/s00703-015-0424-y