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Volumn 134, Issue , 2016, Pages 327-338

Post-processing techniques and principal component analysis for regional wind power and solar irradiance forecasting

Author keywords

Analog ensemble; Forecasting; Neural network; Principal component analysis; Solar irradiance; Wind power

Indexed keywords

AGGREGATES; FORECASTING; NEURAL NETWORKS; RESEARCH LABORATORIES; SOLAR RADIATION; WEATHER FORECASTING; WIND POWER;

EID: 84968739482     PISSN: 0038092X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.solener.2016.04.049     Document Type: Article
Times cited : (135)

References (50)
  • 1
    • 77957553895 scopus 로고    scopus 로고
    • Principal component analysis
    • Abdi H., Williams L.J. Principal component analysis. WIREs Comput. Stat. 2010, 2:433-459. Available: .
    • (2010) WIREs Comput. Stat. , vol.2 , pp. 433-459
    • Abdi, H.1    Williams, L.J.2
  • 2
    • 84875122411 scopus 로고    scopus 로고
    • An application of ensemble/multi model approach for wind power production forecasting
    • Alessandrini S., Pinson P., Hagedorn R., Decimi G., Sperati S. An application of ensemble/multi model approach for wind power production forecasting. Adv. Sci. Res. 2011, 6:35-37. Available: .
    • (2011) Adv. Sci. Res. , vol.6 , pp. 35-37
    • Alessandrini, S.1    Pinson, P.2    Hagedorn, R.3    Decimi, G.4    Sperati, S.5
  • 3
    • 84875093131 scopus 로고    scopus 로고
    • A comparison between the ECMWF and COSMO ensemble prediction System applied to short-term wind power forecasting on real data
    • Alessandrini S., Sperati S., Pinson P. A comparison between the ECMWF and COSMO ensemble prediction System applied to short-term wind power forecasting on real data. Appl. Energy 2013, 107:271-280. Available: .
    • (2013) Appl. Energy , vol.107 , pp. 271-280
    • Alessandrini, S.1    Sperati, S.2    Pinson, P.3
  • 4
    • 84919615316 scopus 로고    scopus 로고
    • Comparison of the economic impact of different wind power forecast system for producers
    • Alessandrini S., Davò F., Sperati S., Benini M., Delle Monache L. Comparison of the economic impact of different wind power forecast system for producers. Adv. Sci. Res. 2014, 11:49-53. Available: .
    • (2014) Adv. Sci. Res. , vol.11 , pp. 49-53
    • Alessandrini, S.1    Davò, F.2    Sperati, S.3    Benini, M.4    Delle Monache, L.5
  • 5
    • 84939814087 scopus 로고    scopus 로고
    • An analog ensemble for short-term probabilistic solar power forecast
    • Alessandrini S., Delle Monache L., Sperati S., Cervone G. An analog ensemble for short-term probabilistic solar power forecast. Appl. Energy 2015, 157:95-110. Available: .
    • (2015) Appl. Energy , vol.157 , pp. 95-110
    • Alessandrini, S.1    Delle Monache, L.2    Sperati, S.3    Cervone, G.4
  • 6
    • 84919658679 scopus 로고    scopus 로고
    • A novel application of an analog ensemble for short-term wind power forecasting
    • Alessandrini S., Delle Monache L., Sperati S., Nissen J.N. A novel application of an analog ensemble for short-term wind power forecasting. Renew. Energy 2015, 76:768-781. Available: .
    • (2015) Renew. Energy , vol.76 , pp. 768-781
    • Alessandrini, S.1    Delle Monache, L.2    Sperati, S.3    Nissen, J.N.4
  • 9
    • 33244491943 scopus 로고    scopus 로고
    • A comparison of a few statistical models for making quantile wind power forecasts
    • Bremnes J.B. A comparison of a few statistical models for making quantile wind power forecasts. Wind Energy 2006, 9(1-2):3-11. Available: .
    • (2006) Wind Energy , vol.9 , Issue.1-2 , pp. 3-11
    • Bremnes, J.B.1
  • 10
    • 34447633042 scopus 로고    scopus 로고
    • Increasing the reliability of reliability diagrams
    • Bröcker J., Smith L.A. Increasing the reliability of reliability diagrams. Weather Forecast 2007, 22:651-661. Available: .
    • (2007) Weather Forecast , vol.22 , pp. 651-661
    • Bröcker, J.1    Smith, L.A.2
  • 12
    • 84878532375 scopus 로고    scopus 로고
    • Technical report, Trinity College Dublin, Department of Computer Science, Dublin
    • Carney M., Cunningham P. Evaluating density forecasting models 2012, Technical report, Trinity College Dublin, Department of Computer Science, Dublin.
    • (2012) Evaluating density forecasting models
    • Carney, M.1    Cunningham, P.2
  • 13
    • 84864827118 scopus 로고    scopus 로고
    • Wind speed and wind energy forecast through Kalman filtering of numerical weather prediction model output
    • Cassola F., Burlando M. Wind speed and wind energy forecast through Kalman filtering of numerical weather prediction model output. Appl. Energy 2012, 99:154-166. Available: .
    • (2012) Appl. Energy , vol.99 , pp. 154-166
    • Cassola, F.1    Burlando, M.2
  • 14
    • 84862912812 scopus 로고    scopus 로고
    • Kalman filter and analog schemes to post-process numerical weather predictions
    • Delle Monache L., Nipen T., Liu Y., Roux G., Stull R. Kalman filter and analog schemes to post-process numerical weather predictions. Mon. Weather Rev. 2011, 139:3554-3570. Available: .
    • (2011) Mon. Weather Rev. , vol.139 , pp. 3554-3570
    • Delle Monache, L.1    Nipen, T.2    Liu, Y.3    Roux, G.4    Stull, R.5
  • 15
    • 84884969315 scopus 로고    scopus 로고
    • Probabilistic weather predictions with an analog ensemble
    • Delle Monache L., Eckel A., Rife D., Searight K. Probabilistic weather predictions with an analog ensemble. Mon. Weather Rev 2013, 141:3498-3516. Available: .
    • (2013) Mon. Weather Rev , vol.141 , pp. 3498-3516
    • Delle Monache, L.1    Eckel, A.2    Rife, D.3    Searight, K.4
  • 16
    • 84968817682 scopus 로고    scopus 로고
    • European Centre for Medium-Range Weather Forecasts. ECMWF. <>. http://www.ecmwf.int/.
    • ECMWF
  • 18
    • 84869873611 scopus 로고    scopus 로고
    • Assessment of wind power predictability as a decision factor in the investment phase of wind farms
    • Girard R., Laquaine K., Karioniotakis G. Assessment of wind power predictability as a decision factor in the investment phase of wind farms. Appl. Energy 2013, 101:609-617. Available: .
    • (2013) Appl. Energy , vol.101 , pp. 609-617
    • Girard, R.1    Laquaine, K.2    Karioniotakis, G.3
  • 20
    • 84968906955 scopus 로고    scopus 로고
    • The continuous ranked probability score for circular variables and its application to mesoscale forecast ensemble verification
    • Technical report 493, Department of statistics, university of Washington
    • Grimit, EP., Gneiting, T., Berrocal, V., Johnson, NA., The continuous ranked probability score for circular variables and its application to mesoscale forecast ensemble verification. Technical report 493, Department of statistics, university of Washington.
    • Grimit, E.P.1    Gneiting, T.2    Berrocal, V.3    Johnson, N.A.4
  • 21
    • 0035270069 scopus 로고    scopus 로고
    • Interpretation of rank histograms for verifying ensemble forecasts
    • Hamill T. Interpretation of rank histograms for verifying ensemble forecasts. Mon. Weather Rev. 2001, 129:550-560. Available: .
    • (2001) Mon. Weather Rev. , vol.129 , pp. 550-560
    • Hamill, T.1
  • 23
    • 84896782347 scopus 로고    scopus 로고
    • Assessing the ensemble spread-error relationship
    • Hopson T.M. Assessing the ensemble spread-error relationship. Mon. Weather Rev. 2014, 142(3):1125-1142. Available: .
    • (2014) Mon. Weather Rev. , vol.142 , Issue.3 , pp. 1125-1142
    • Hopson, T.M.1
  • 26
    • 84968930943 scopus 로고    scopus 로고
    • Kaggle competition. <>. https://www.kaggle.com/c/ams-2014-solar-energy-prediction-contest/data.
  • 27
    • 84976998771 scopus 로고
    • The application of electronic computers to factor analysis
    • Kaiser H.F. The application of electronic computers to factor analysis. Educ. Psychol. Meas. 1960, 20:141-151. Available: .
    • (1960) Educ. Psychol. Meas. , vol.20 , pp. 141-151
    • Kaiser, H.F.1
  • 29
    • 84896046321 scopus 로고    scopus 로고
    • Analysis of wind power production by means of an analog model
    • Martin M.L., Valero F., Pascual A., Sanz J., Frias L. Analysis of wind power production by means of an analog model. Atmos. Res. 2014, 143:238-249. Available: .
    • (2014) Atmos. Res. , vol.143 , pp. 238-249
    • Martin, M.L.1    Valero, F.2    Pascual, A.3    Sanz, J.4    Frias, L.5
  • 30
    • 0020344505 scopus 로고
    • A model for the assessment of weather forecasts
    • Mason I.B. A model for the assessment of weather forecasts. Aust. Meteorol. Mag. 1982, 30:291-303.
    • (1982) Aust. Meteorol. Mag. , vol.30 , pp. 291-303
    • Mason, I.B.1
  • 32
    • 33244496469 scopus 로고    scopus 로고
    • Using quantile regression to extend an existing wind power forecasting system with probabilistic forecasts
    • Nielsen H.A., Madsen H., Nielsen T.S. Using quantile regression to extend an existing wind power forecasting system with probabilistic forecasts. Wind Energy 2006, 9(1-2):95-108. Available: .
    • (2006) Wind Energy , vol.9 , Issue.1-2 , pp. 95-108
    • Nielsen, H.A.1    Madsen, H.2    Nielsen, T.S.3
  • 33
    • 34249834317 scopus 로고
    • A comprehensive meteorological modeling system - RAMS
    • Pielke R.A., Cotton W.R., Walko R.L., et al. A comprehensive meteorological modeling system - RAMS. Meteorol. Atmos. Phys. 1992, 49:69-91.
    • (1992) Meteorol. Atmos. Phys. , vol.49 , pp. 69-91
    • Pielke, R.A.1    Cotton, W.R.2    Walko, R.L.3
  • 35
    • 37449005741 scopus 로고    scopus 로고
    • Local linear regression with adaptive orthogonal fitting for the wind power application
    • Pinson P., Nielsen H.A., Madsen H., Nielsen T.S. Local linear regression with adaptive orthogonal fitting for the wind power application. Stat. Comput. 2008, 18:59-71. Available: .
    • (2008) Stat. Comput. , vol.18 , pp. 59-71
    • Pinson, P.1    Nielsen, H.A.2    Madsen, H.3    Nielsen, T.S.4
  • 36
    • 77249106476 scopus 로고    scopus 로고
    • Reliability diagrams for nonparametric density forecasts of continuous variables: accounting for serial correlation
    • Pinson P., McSharry P., Madsen H. Reliability diagrams for nonparametric density forecasts of continuous variables: accounting for serial correlation. Quart. J. Royal, Meteorol. Soc. 2010, 136:77-90. Available: .
    • (2010) Quart. J. Royal, Meteorol. Soc. , vol.136 , pp. 77-90
    • Pinson, P.1    McSharry, P.2    Madsen, H.3
  • 37
    • 84968801180 scopus 로고    scopus 로고
    • QGIS. <>. http://www2.qgis.org/it/site/about/index.html.
  • 38
    • 84968830148 scopus 로고    scopus 로고
    • Computing, Vienna, Austria
    • R, A language and environment for statistical computing. R Found. for Statis. Computing, Vienna, Austria. ISBN:3-900051-07-0. <>. http://www.R-project.org.
    • R Found. for Statis.
  • 39
    • 84953405534 scopus 로고    scopus 로고
    • Pattern recognition and neural networks
    • Cambridge
    • Ripley BD. 1996. Pattern recognition and neural networks. Cambridge.
    • (1996)
    • Ripley, B.D.1
  • 40
    • 0036555398 scopus 로고    scopus 로고
    • Using medium-range weather forecasts to improve the value of wind power production
    • Roulston M.S., Kaplan D.T., Hardenberg J., Smith L.A. Using medium-range weather forecasts to improve the value of wind power production. Renew. Energy 2002, 28:585-602. Available: .
    • (2002) Renew. Energy , vol.28 , pp. 585-602
    • Roulston, M.S.1    Kaplan, D.T.2    Hardenberg, J.3    Smith, L.A.4
  • 41
    • 84945257153 scopus 로고    scopus 로고
    • The "Weather Intelligence for Renewable Energies" Benchmarking Exercises on Short-Term Forecasting of Wind and Solar Power Generation
    • Sperati S., Alessandrini S., Pinson P., Karioniotakis G. The "Weather Intelligence for Renewable Energies" Benchmarking Exercises on Short-Term Forecasting of Wind and Solar Power Generation. Energies 2015, 8(9):9594-9619.
    • (2015) Energies , vol.8 , Issue.9 , pp. 9594-9619
    • Sperati, S.1    Alessandrini, S.2    Pinson, P.3    Karioniotakis, G.4
  • 42
    • 84968850472 scopus 로고    scopus 로고
    • Terna. <>. http://www.terna.it/default.aspx?tabid=1778.
  • 43
    • 84859371312 scopus 로고    scopus 로고
    • A general probabilistic forecasting framework for offshore wind power fluctuations
    • Trombe P.-J., Pinson P., Madsen H. A general probabilistic forecasting framework for offshore wind power fluctuations. Energies 2012, 5:621-657. Available: http://www.mdpi.com/1996-1073/5/3/621.
    • (2012) Energies , vol.5 , pp. 621-657
    • Trombe, P.-J.1    Pinson, P.2    Madsen, H.3
  • 44
    • 0024936013 scopus 로고
    • A new look at weather forecasting through analogues
    • Van Den Dool H.M. A new look at weather forecasting through analogues. Mon. Weather Rev. 1989, 117:2230-2247. Available: .
    • (1989) Mon. Weather Rev. , vol.117 , pp. 2230-2247
    • Van Den Dool, H.M.1
  • 46
    • 34548176991 scopus 로고    scopus 로고
    • Combination of deterministic and probabilistic meteorological models to enhance wind farm forecast
    • Von Bremen L. Combination of deterministic and probabilistic meteorological models to enhance wind farm forecast. J. Phys. Conf. Ser. 2007, 75. Available: .
    • (2007) J. Phys. Conf. Ser. , vol.75
    • Von Bremen, L.1
  • 47
    • 0037980372 scopus 로고    scopus 로고
    • A comparison of breeding and ensemble transform Kalman filter ensemble forecast schemes
    • Wang X., Bishop C.H. A comparison of breeding and ensemble transform Kalman filter ensemble forecast schemes. J. Atmos. Sci. 2003, 60(9):1140-1158. Available: .
    • (2003) J. Atmos. Sci. , vol.60 , Issue.9 , pp. 1140-1158
    • Wang, X.1    Bishop, C.H.2
  • 50
    • 45949123735 scopus 로고
    • Principal component analysis
    • Wold S. Principal component analysis. Chem. Intel. Lab. Syst. 1987, 2:37-52. Available: .
    • (1987) Chem. Intel. Lab. Syst. , vol.2 , pp. 37-52
    • Wold, S.1


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