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Day-Ahead Electricity Price Forecasting Using the Wavelet Transform and ARIMA Models
IEEE Transactions on Power Systems · 2005 · Vol. 20(2) · pp. 1035–1042
Antonio J. Conejo✉(University of Castilla-La Mancha)M.A. Plazas(European Union Satellite Centre)Rosa Espínola(University of Castilla-La Mancha)Alexis Molina(University of Castilla-La Mancha)
Abstract
This paper proposes a novel technique to forecast day-ahead electricity prices based on the wavelet transform and ARIMA models. The historical and usually ill-behaved price series is decomposed using the wavelet transform in a set of better-behaved constitutive series. Then, the future values of these constitutive series are forecast using properly fitted ARIMA models. In turn, the ARIMA forecasts allow, through the inverse wavelet transform, reconstructing the future behavior of the price series and therefore to forecast prices. Results from the electricity market of mainland Spain in year 2002 are reported.
Energy Load and Power ForecastingElectric Power System OptimizationImage and Signal Denoising MethodsAutoregressive integrated moving averageWavelet transformWaveletElectricity price forecastingSeries (stratigraphy)EconometricsElectricity marketDiscrete wavelet transformTime seriesElectricity
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References
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IEEE Transactions on Power Systems · 2003 · 1,497 citations
Forecasting next-day electricity prices by time series models
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