electricity price.csv:电力市场的市场出清价格,市场需求等信息。训练集范围为2021年12月1日到2023年7月1日,共计55392个点;测试集范围为2023年7月1日到2024年4月18日,共计28228个点Day/Time:交易时间,中国电力现货市场15分钟结算一次,一天共96个交易点 demand:区域内电力总负荷(总需求),单位为MW clearing ...
Electricity-market-games-and-price-predictions 对于电力市场中主体博弈产生的结算价格的预测具有重要的理论和现实意义。电力部门推动能源转型促进可持续发展的主体。因此,对电力市场主体行为的分析以及最终的市场结算价格的预测能够促进多学科融合,推动电力部门以及电力市场的产业转型。此外,可靠的电力系统保障社会稳定与安全...
The improved predictions can use to forecast the prices of dot and within the day in Germany. Muniain et al.85 investigated the dependency of forecasting of electricity price and measurement. Here, we examined the series of off-peak and peak time of German-Austrian of price day. Therefore, ...
of the price profile through its most relevant features, (iii) the description of price volatility and extreme values, (iv) the selection of regression models, (v) the coupling of data-driven and market-based models, and (vi) the assessment of the uncertainty associated with price predictions...
This study has proposed an explainable deeply-fused nets electricity demand prediction model that factors in the climate-based predictors for enhanced accuracy and energy market insight analysis, generating point-based and confidence interval predictions of daily electricity demand. The proposed hybrid ...
You can see the latest predictions below. Price cap levelAnnual energy cost for an average usage medium-sized household paying by Direct Debit 1 April to 30 June 2024£1,690 1 July to 30 September 2024£1,568 1 October to 31 December 2024£1,717 ...
PeakSave average savings per household up to 30th September 2024. If the price cap falls after April 2025, you could pay more for your energy with a fixed tariff. See our latest predictions for the price cap. Read more information on how homes could save with British Gas. Based on...
When renewables production during a given month is higher than average, less thermal capacity operates and subsequently the strike price is lower. However, in such cases (Fig.6a), unavailability of thermal plants significantly pushes up the strike price due to their position and gradient of the ...
Forecasts have been generated by the model based on the Vanilla RNN, which was characterized by the highest accuracy of electricity price predictions in the test period. The course of the actual and predicted electricity price generated by the Vanilla RNN in October 2020. The course of the ...
Note: Scenarios are not intended to be predictions of likely future events or outcomes and investors should not rely on them when making an investment decision with regard to Royal Dutch Shell plc securities. Please read the full cautionary note in http://www.shell.com/skyscenario. Carbon captu...