Title :
An overview and verification of electricity price forecasting models
Author :
Haghi, Hamed Valizeh ; Tafreshi, S. M Moghaddas
Author_Institution :
Fac. of Electr. Eng., K. N. Toosi Univ. of Technol., Tehran
Abstract :
Many methods and models have been developed to forecast the energy prices in the market environment since the restructuring of the electricity power industry. This paper presents a brief overview of different techniques and models in the literature of energy price forecasting. Then it compares and classifies different models and methods to verify whether these are suitable for different purposes of forecasting or not. Classification is based on the type of the models, suitability with respect to power market, time horizon, level of accuracy and forecasting aim. Based on this approach, a complementary classification of price forecasting models is proposed, which can be used for choosing the suitable method for certain cases. Also, the use of hidden Markov models (HMM), as an interesting method, is proposed in detail with a modeling and simulation by using the Spanish electricity market data.
Keywords :
economic forecasting; hidden Markov models; power markets; Spanish electricity market data; electricity power industry; electricity price forecasting models; energy prices; hidden Markov models; market environment; Power engineering; Predictive models; Energy price forecasting; hidden Markov models; price models verification; time series;
Conference_Titel :
Power Engineering Conference, 2007. IPEC 2007. International
Conference_Location :
Singapore
Print_ISBN :
978-981-05-9423-7