Electricity Spot Price Forecast by Modelling Supply and Demand Curve
نویسندگان
چکیده
Electricity price forecasting has been a booming field over the years, with many methods and techniques being applied different degrees of success. It is great interest to industry sector, becoming must-have tool for risk management. Most forecast electricity itself; this paper gives new perspective by trying dynamics behind price: supply demand curves originating from auction. Given complexity data involved which include block bids/offers per hour, we propose technique market curve modeling that incorporates multiple seasonal effects known variables, such as wind generation or load. shown model outperforms benchmarked ones increases performance ensemble models, highlighting importance use bids in forecasting.
منابع مشابه
Crowdsourced Electricity Demand Forecast
We propose a new approach to forecasting the demand for a commodity in which the commodity supplier asks each consumer to forecast its own demand for the commodity and in return gives a monetary reward that is proportional to the accuracy of the forecast. Such an approach might be applicable when consumer demand for a perishable commodity is uncertain and forecast error leads to waste for produ...
متن کاملElectricity Price Curve Modeling by Manifold Learning
This paper proposes a novel non-parametric approach for the analysis and prediction of electricity price curves by applying the manifold learning methodology. Cluster analysis based on the embedded low-dimensional manifold of the original price data is employed to identify characteristics of the price curve shape. The proposed price curve model performs well in forecasting both short-term price...
متن کاملDemand information and spot price information: Supply chains trading in spot markets
This paper investigates the effect of information updating on the members of a two-stage supply chain in the presence of spot market. The supplier decides the contract price. New information becomes available as time progresses. The manufacturer updates his belief on demand and/or spot price and subsequently decides the contract quantity. The demand and spot price are correlated. Thus, the new ...
متن کاملPrediction Markets To Forecast Electricity Demand∗
Forecasting electricity demand for future years is an essential step in resource planning. A common approach is for the system operator to predict future demand from the estimates of individual distribution companies. However, the predictions thus obtained may be of poor quality, since the reporting incentives are unclear. We propose a prediction market as a form of forecasting future demand fo...
متن کاملReduced Form Electricity Spot Price Modeling
Since the early 1990s, an increasing number of countries worldwide have liberalized their electricity power sectors. Contrary to before, when power sectors were not open to competition and prices were set by regulators according to the cost of generation, transmission and distribution, electricity prices are now determined by an equilibrium of supply and demand. On one hand, electricity contrac...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Mathematics
سال: 2022
ISSN: ['2227-7390']
DOI: https://doi.org/10.3390/math10122012