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Probabilistic forecasting of day-ahead electricity prices for the Iberian electricity market
- Source :
- 2016 13th International Conference on the European Energy Market (EEM).
- Publication Year :
- 2016
- Publisher :
- IEEE, 2016.
-
Abstract
- With the liberalization of the electricity markets, price forecasting has become crucial for the decision-making process of market agents. The unique features of electricity price, such as non-stationary, non-linearity and high volatility make this a very difficult task. For this reason, rather than a simple point forecast, market participants are more interested in a probabilistic forecast that is essential to estimate the uncertainty involved in the price. By focusing on this issue, the aim of this paper is to analyze the impact of external factors in the electricity price and present a methodology for probabilistic forecasting of day-ahead electricity prices from the Iberian electricity market. The models are built using regression techniques and aim to obtain, for each hour, the quantiles of 5% to 95% by steps of 5%.
- Subjects :
- Liberalization
Electricity price
business.industry
020209 energy
Probabilistic logic
02 engineering and technology
Demand forecasting
Microeconomics
0202 electrical engineering, electronic engineering, information engineering
Economics
Electricity market
Probabilistic forecasting
Electricity
Volatility (finance)
business
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2016 13th International Conference on the European Energy Market (EEM)
- Accession number :
- edsair.doi...........8b8118c4030fc450f8f98426b5771c6a
- Full Text :
- https://doi.org/10.1109/eem.2016.7521226