Forecasting price spikes in European day-ahead electricity markets using decision trees

被引:0
|
作者
Fragkioudaki, Anna [1 ]
Marinakis, Adamantios [2 ]
Cherkaoui, Rachid [3 ]
机构
[1] Univ Seville, Seville, Spain
[2] ABB Corp Res, Baden, Switzerland
[3] Ecole Polytech Fed Lausanne, Lausanne, Switzerland
关键词
Day-ahead electricity markets; price forecasting; price spikes; decision trees; feature selection;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Although the techniques for normal price prediction are well advanced, price spike prediction remains a challenge. The aim of this paper is to present a method to predict both normal day-ahead electricity prices as well as day-ahead price spikes using classification and regression trees. The models are build using historical data of European electricity market and transmission system variables. The proposed method is tested on several bidding zones of Europe.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Forecasting day-ahead price spikes for the Ontario electricity market
    Sandhu, Harmanjot Singh
    Fang, Liping
    Guan, Ling
    [J]. ELECTRIC POWER SYSTEMS RESEARCH, 2016, 141 : 450 - 459
  • [2] Price forecasting of day-ahead electricity markets using a hybrid forecast method
    Shafie-khah, M.
    Moghaddam, M. Parsa
    Sheikh-El-Eslami, M. K.
    [J]. ENERGY CONVERSION AND MANAGEMENT, 2011, 52 (05) : 2165 - 2169
  • [3] Neural Network Approaches to Electricity Price Forecasting in Day-Ahead Markets
    Rosato, Antonello
    Altilio, Rosa
    Araneo, Rodolfo
    Panella, Massimo
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON ENVIRONMENT AND ELECTRICAL ENGINEERING AND 2018 IEEE INDUSTRIAL AND COMMERCIAL POWER SYSTEMS EUROPE (EEEIC / I&CPS EUROPE), 2018,
  • [4] Day-ahead price forecasting of electricity markets by a hybrid intelligent system
    Amjady, Nima
    Hemmati, Meisam
    [J]. EUROPEAN TRANSACTIONS ON ELECTRICAL POWER, 2009, 19 (01): : 89 - 102
  • [5] An ensemble approach for enhanced Day-Ahead price forecasting in electricity markets
    Kitsatoglou, Alkiviadis
    Georgopoulos, Giannis
    Papadopoulos, Panagiotis
    Antonopoulos, Herodotus
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2024, 256
  • [6] Design of input vector for day-ahead price forecasting of electricity markets
    Amjady, Nima
    Daraeepour, Ali
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (10) : 12281 - 12294
  • [7] Price forecasting in the day-ahead electricity market
    Monroy, JJR
    Kita, H
    Tanaka, E
    Hasegawa, J
    [J]. UPEC 2004: 39th International Universitities Power Engineering Conference, Vols 1-3, Conference Proceedings, 2005, : 1303 - 1307
  • [8] Day-Ahead Electricity Price Forecasting Using Artificial Intelligence
    Zhang, Jun
    Cheng, Chuntian
    [J]. 2008 IEEE ELECTRICAL POWER AND ENERGY CONFERENCE, 2008, : 156 - 160
  • [9] A new prediction strategy for price spike forecasting of day-ahead electricity markets
    Amjady, Nima
    Keynia, Farshid
    [J]. APPLIED SOFT COMPUTING, 2011, 11 (06) : 4246 - 4256
  • [10] A Multi-Stage Price Forecasting Model for Day-Ahead Electricity Markets
    Angamuthu Chinnathambi, Radhakrishnan
    Mukherjee, Anupam
    Campion, Mitch
    Salehfar, Hossein
    Hansen, Timothy M.
    Lin, Jeremy
    Ranganathan, Prakash
    [J]. FORECASTING, 2019, 1 (01): : 26 - 46