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Short-term solar irradiance and irradiation forecasts via different time series techniques: A preliminary study
- Source :
- 3rd International Symposium on Environment-Friendly Energies and Applications, EFEA 2014, 3rd International Symposium on Environment-Friendly Energies and Applications, EFEA 2014, Nov 2014, Paris, France, HAL
- Publication Year :
- 2014
- Publisher :
- HAL CCSD, 2014.
-
Abstract
- International audience; This communication is devoted to solar irradiance and irradiation short-term forecasts, which are useful for electricity production. Several different time series approaches are employed. Our results and the corresponding numerical simulations show that techniques which do not need a large amount of historical data behave better than those which need them, especially when those data are quite noisy.
- Subjects :
- FOS: Computer and information sciences
trends
Meteorology
Weather forecasting
solar irradiance and irradiation
Meteorological forecasts
FOS: Physical sciences
[INFO.INFO-NE]Computer Science [cs]/Neural and Evolutionary Computing [cs.NE]
Solar irradiance
computer.software_genre
7. Clean energy
Machine Learning (cs.LG)
[INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]
[STAT.ML]Statistics [stat]/Machine Learning [stat.ML]
big data
[MATH.MATH-ST]Mathematics [math]/Statistics [math.ST]
multilayer perceptron
Irradiation
Time series
[INFO.INFO-DB]Computer Science [cs]/Databases [cs.DB]
Series (mathematics)
[SDE.IE]Environmental Sciences/Environmental Engineering
quick fluctuations
[STAT.TH]Statistics [stat]/Statistics Theory [stat.TH]
Term (time)
MSC: 37M10
Noise
Computer Science - Learning
Physics - Atmospheric and Oceanic Physics
[MATH.MATH-LO]Mathematics [math]/Logic [math.LO]
Electricity generation
machine learning
Atmospheric and Oceanic Physics (physics.ao-ph)
Environmental science
electricity production
time series
computer
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- 3rd International Symposium on Environment-Friendly Energies and Applications, EFEA 2014, 3rd International Symposium on Environment-Friendly Energies and Applications, EFEA 2014, Nov 2014, Paris, France, HAL
- Accession number :
- edsair.doi.dedup.....50f14cdc08547203d72b5f3344e6d7bf