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Volumn 100, Issue , 2015, Pages 380-390

Solar irradiation mapping with exogenous data from support vector regression machines estimations

Author keywords

Global horizontal irradiation; Ordinary kriging; Solar mapping; Solar resource estimation; Support vector regression

Indexed keywords

ERRORS; ESTIMATION; GENETIC ALGORITHMS; INTERPOLATION; IRRADIATION; MAPPING; REGRESSION ANALYSIS; SOLAR ENERGY; SOLAR RADIATION; VECTORS; WIND;

EID: 84929627154     PISSN: 01968904     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.enconman.2015.05.028     Document Type: Article
Times cited : (47)

References (45)
  • 1
    • 84944484637 scopus 로고
    • Solar and terrestrial radiation. Report to the international commission for solar research on actinometric investigations of solar and atmospheric radiation
    • A. Angstrom Solar and terrestrial radiation. Report to the international commission for solar research on actinometric investigations of solar and atmospheric radiation Q J Roy Meteor Soc 50 210 1924 121 126
    • (1924) Q J Roy Meteor Soc , vol.50 , Issue.210 , pp. 121-126
    • Angstrom, A.1
  • 3
    • 48549111629 scopus 로고
    • On the relationship between incoming solar radiation and daily maximum and minimum temperature
    • K.L. Bristow, and G.S. Campbell On the relationship between incoming solar radiation and daily maximum and minimum temperature Agric For Meteorol 31 2 1984 159 166
    • (1984) Agric for Meteorol , vol.31 , Issue.2 , pp. 159-166
    • Bristow, K.L.1    Campbell, G.S.2
  • 4
    • 0027883750 scopus 로고
    • Estimating global solar radiation from common meteorological observations in western Canada
    • R.D. Jong, and D.W. Stewart Estimating global solar radiation from common meteorological observations in western Canada Can J Plant Sci 73 2 1993 509 518
    • (1993) Can J Plant Sci , vol.73 , Issue.2 , pp. 509-518
    • Jong, R.D.1    Stewart, D.W.2
  • 5
    • 0035814586 scopus 로고    scopus 로고
    • Estimation of solar radiation in Australia from rainfall and temperature observations
    • D. Liu, and B. Scott Estimation of solar radiation in Australia from rainfall and temperature observations Agric For Meteorol 106 1 2001 41 59
    • (2001) Agric for Meteorol , vol.106 , Issue.1 , pp. 41-59
    • Liu, D.1    Scott, B.2
  • 7
    • 84891601803 scopus 로고    scopus 로고
    • Improving daily output of global to direct solar irradiance models with ground measurements
    • J.M. Vindel, J. Polo, and F. Antonanzas-Torres Improving daily output of global to direct solar irradiance models with ground measurements J Renew Sustain Energy 5 2013 063123 10.1063/1.4850515
    • (2013) J Renew Sustain Energy , vol.5 , pp. 063123
    • Vindel, J.M.1    Polo, J.2    Antonanzas-Torres, F.3
  • 8
    • 84872579679 scopus 로고    scopus 로고
    • Accuracy analysis for fifty-four clear-sky solar radiation models using routine hourly global irradiance measurements in Romania
    • V. Badescu, C.A. Gueymard, S. Chevald, C. Opreae, M. Bacieu, and A. Dumitrescu Accuracy analysis for fifty-four clear-sky solar radiation models using routine hourly global irradiance measurements in Romania Renew Energy 55 2013 85 103
    • (2013) Renew Energy , vol.55 , pp. 85-103
    • Badescu, V.1    Gueymard, C.A.2    Chevald, S.3    Opreae, C.4    Bacieu, M.5    Dumitrescu, A.6
  • 9
    • 84880713632 scopus 로고    scopus 로고
    • Assessing the potential of support vector machine for estimating daily solar radiation using sunshine duration
    • J-L. Chen, G-S. Li, and S-J. Wu Assessing the potential of support vector machine for estimating daily solar radiation using sunshine duration Energy Convers Manage 75 2013 311 318
    • (2013) Energy Convers Manage , vol.75 , pp. 311-318
    • Chen, J.-L.1    Li, G.-S.2    Wu, S.-J.3
  • 10
    • 84908462116 scopus 로고    scopus 로고
    • Assessing the transferability of support vector machine model for estimation of global solar radiation from air temperature
    • J-L. Chen, G-S. Li, B-B. Xiao, Z-F. Wen, M-Q. Lv, and C-D. Chen Assessing the transferability of support vector machine model for estimation of global solar radiation from air temperature Energy Convers Manage 89 2015 318 329
    • (2015) Energy Convers Manage , vol.89 , pp. 318-329
    • Chen, J.-L.1    Li, G.-S.2    Xiao, B.-B.3    Wen, Z.-F.4    Lv, M.-Q.5    Chen, C.-D.6
  • 14
    • 84897093131 scopus 로고    scopus 로고
    • Sensitivity of satellite-based methods for deriving solar radiation to different choice of aerosol input and models
    • J. Polo, F. Antonanzas-Torres, J.M. Vindel, and L. Ramirez Sensitivity of satellite-based methods for deriving solar radiation to different choice of aerosol input and models Renew Energy 68 2014 785 792
    • (2014) Renew Energy , vol.68 , pp. 785-792
    • Polo, J.1    Antonanzas-Torres, F.2    Vindel, J.M.3    Ramirez, L.4
  • 15
    • 77954311513 scopus 로고    scopus 로고
    • Solar resources estimation combining digital terrain models and satellite images techniques
    • J.L. Bosch, F.J. Batlles, L.F. Zarzalejo, and G. López Solar resources estimation combining digital terrain models and satellite images techniques Renew Energy 35 12 2010 2853 2861
    • (2010) Renew Energy , vol.35 , Issue.12 , pp. 2853-2861
    • Bosch, J.L.1    Batlles, F.J.2    Zarzalejo, L.F.3    López, G.4
  • 17
    • 84873301971 scopus 로고    scopus 로고
    • Comparative assessment of global irradiation from a satellite estimate model (CM SAF) and on-ground measurements (SIAR): A Spanish case study
    • F. Antonanzas-Torres, F. Cañizares, and O. Perpiñan Comparative assessment of global irradiation from a satellite estimate model (CM SAF) and on-ground measurements (SIAR): a Spanish case study Renew Sustain Energy Rev 21 2013 248 261
    • (2013) Renew Sustain Energy Rev , vol.21 , pp. 248-261
    • Antonanzas-Torres, F.1    Cañizares, F.2    Perpiñan, O.3
  • 18
    • 80051593182 scopus 로고    scopus 로고
    • Mapping daily global solar irradiation over Spain: A comparative study of selected approaches
    • A. Moreno, M.A. Gilabert, and B. Martinez Mapping daily global solar irradiation over Spain: a comparative study of selected approaches Solar Energy 85 2011 2072 2084
    • (2011) Solar Energy , vol.85 , pp. 2072-2084
    • Moreno, A.1    Gilabert, M.A.2    Martinez, B.3
  • 19
    • 0010864753 scopus 로고
    • Pattern recognition using generalized portrait method
    • V.N. Vapnik, and A. Lerner Pattern recognition using generalized portrait method Automat Remote Control 24 1963 774 780
    • (1963) Automat Remote Control , vol.24 , pp. 774-780
    • Vapnik, V.N.1    Lerner, A.2
  • 20
    • 34249753618 scopus 로고
    • Support-vector networks
    • C. Cortes, and V.N. Vapnik Support-vector networks Machine Learn 20 3 1995 273
    • (1995) Machine Learn , vol.20 , Issue.3 , pp. 273
    • Cortes, C.1    Vapnik, V.N.2
  • 23
    • 4043137356 scopus 로고    scopus 로고
    • A tutorial on support vector regression
    • A.J. Smola, and B. Schölkopf A tutorial on support vector regression Stat Comput 14 3 2004 199 222
    • (2004) Stat Comput , vol.14 , Issue.3 , pp. 199-222
    • Smola, A.J.1    Schölkopf, B.2
  • 28
    • 0002825959 scopus 로고
    • Handling constraints in genetic algorithms
    • Michalewicz Z, Janikow CZ. Handling constraints in genetic algorithms. ICGA; 1991, p. 181-57.
    • (1991) ICGA , pp. 181-257
    • Michalewicz, Z.1    Janikow, C.Z.2
  • 30
    • 84929652422 scopus 로고    scopus 로고
    • A practical guide to geostatistical mapping
    • Hengl T. A practical guide to geostatistical mapping. ISBN 978-90-9024981-0; 2009.
    • (2009) ISBN 978-90-9024981-0
    • Hengl, T.1
  • 31
    • 84929652423 scopus 로고    scopus 로고
    • Servicio de Información Agroclimática para el Regadío (SIAR)
    • Servicio de Información Agroclimática para el Regadío (SIAR). < www.magrama.es/siar >.
  • 32
    • 84929652424 scopus 로고    scopus 로고
    • Servicio Meteorológico Gallego (METEOGALICIA)
    • Servicio Meteorológico Gallego (METEOGALICIA). < www.meteogalicia.es >.
  • 33
    • 84929652425 scopus 로고    scopus 로고
    • Servicio Meteorológico Catalán (METEOCAT)
    • Servicio Meteorológico Catalán (METEOCAT). < www.meteocat.cat >.
  • 34
    • 84929652426 scopus 로고    scopus 로고
    • Agencia Vasca de Meteorología (EUSKALMET)
    • Agencia Vasca de Meteorología (EUSKALMET). < http://opendata.euskadi.eus/w79-home/eu/ >.
  • 35
    • 84929652427 scopus 로고    scopus 로고
    • Estaciones meteorológicas del Gobierno de La Rioja
    • Estaciones meteorológicas del Gobierno de La Rioja. < www.larioja.org >.
  • 36
    • 84929652428 scopus 로고    scopus 로고
    • Estación meteorológica en Gijón
    • Estación meteorológica en Gijón. < www.meteogijon.es >.
  • 37
    • 84929652429 scopus 로고    scopus 로고
    • Estación meteorológica Oviedo-Buenavista
    • Estación meteorológica Oviedo-Buenavista. < http://www.meteobuenavista.es >.
  • 38
    • 84898621884 scopus 로고    scopus 로고
    • Spatial estimation of sub-hour global horizontal irradiance based on official observations and remote sensors
    • F.V. Gutierrez-Corea, M.A. Manso-Callejo, M.P. Moreno-Regidor, and J. Velasco-Gomez Spatial estimation of sub-hour global horizontal irradiance based on official observations and remote sensors Sensors 14 4 2014 6758 6787
    • (2014) Sensors , vol.14 , Issue.4 , pp. 6758-6787
    • Gutierrez-Corea, F.V.1    Manso-Callejo, M.A.2    Moreno-Regidor, M.P.3    Velasco-Gomez, J.4
  • 39
    • 84858341887 scopus 로고    scopus 로고
    • R Development Core Team, R: A Language and Environment for Statistical Computing Vienna, Austria, ISBN 3-900051-07-0
    • R Development Core Team, R: A Language and Environment for Statistical Computing, R Foundation for Statistical Computing, Vienna, Austria, ISBN 3-900051-07-0 (2012). < http://www.R-project.org >.
    • (2012) R Foundation for Statistical Computing
  • 41
    • 80053285993 scopus 로고    scopus 로고
    • Raster: Geographic analysis and modeling with raster data
    • Hijmans RJ, van Etten J. raster: geographic analysis and modeling with raster data, R package version 2.3-12; 2014 < http://CRAN.R-project.org/package=raster >.
    • (2014) R Package Version 2.3-12
    • Hijmans, R.J.1    Van Etten, J.2
  • 43
    • 84929652431 scopus 로고    scopus 로고
    • Automap: Automatic interpolation package
    • Hiemstra P. automap: Automatic interpolation package, R package version 1.0-14; 2013. < http://cran.r-project.org/web/packages/automap/ >.
    • (2013) R Package Version 1.0-14
    • Hiemstra, P.1
  • 44
    • 84929652432 scopus 로고    scopus 로고
    • Intamap:procedures for automated interpolation
    • Pebesma E, Skoien JO. intamap:procedures for automated interpolation, R package version 1.3-37; 2013. < http://cran.r-project.org/web/packages/intamap/ >.
    • (2013) R Package Version 1.3-37
    • Pebesma, E.1    Skoien, J.O.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.