Electricity Spot Price Forecast by Modelling Supply and Demand Curve

被引:9
|
作者
Pinhao, Miguel [1 ,2 ]
Fonseca, Miguel [1 ]
Covas, Ricardo [2 ]
机构
[1] NOVA Math, NOVA Sch Sci & Technol, Dept Math, P-2829516 Caparica, Portugal
[2] EDP Energias Portugal, P-1249300 Lisbon, Portugal
关键词
electricity price forecast; electricity; market curves; electricity price; vector auto regression; time-series; WAVELET TRANSFORM; NEURAL-NETWORKS; SEARCH ALGORITHM; HYBRID MODEL; MARKETS; SYSTEM; GENERATION; PREDICTION; MACHINE; LOADS;
D O I
10.3390/math10122012
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Electricity price forecasting has been a booming field over the years, with many methods and techniques being applied with different degrees of success. It is of great interest to the industry sector, becoming a must-have tool for risk management. Most methods forecast the electricity price itself; this paper gives a new perspective to the field by trying to forecast the dynamics behind the electricity price: the supply and demand curves originating from the auction. Given the complexity of the data involved which include many block bids/offers per hour, we propose a technique for market curve modeling and forecasting that incorporates multiple seasonal effects and known market variables, such as wind generation or load. It is shown that this model outperforms the benchmarked ones and increases the performance of ensemble models, highlighting the importance of the use of market bids in electricity price forecasting.
引用
收藏
页数:20
相关论文
共 50 条
  • [31] MODELING DEMAND AND SUPPLY INTERACTIONS TO FORECAST LOAD GROWTH FOR ELECTRICITY DISTRIBUTION-SYSTEMS
    MADDIGAN, RJ
    RIZY, CG
    ENERGY, 1984, 9 (02) : 149 - 162
  • [32] Spot electricity price discovery in Indian electricity market
    Girish, G. P.
    Rath, Badri Narayan
    Akram, Vaseem
    RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2018, 82 : 73 - 79
  • [33] Partial equilibrium modelling of world crude oil demand, supply and price
    Masoumzadeh A.
    Möst D.
    Ookouomi Noutchie S.C.
    Energy Systems, 2017, 8 (1) : 217 - 226
  • [34] DEMAND CURVE AS A TOOL OF STATISTICAL FORECAST
    MONDANI, A
    RIVISTA INTERNAZIONALE DI SCIENZE ECONOMICHE E COMMERCIALI, 1970, 17 (02): : 159 - 168
  • [35] Electricity market model for demand response stability analysis based on structural approach to electricity price modelling
    Jaroslav, Hlava
    Libor, Tuma
    2015 IEEE EINDHOVEN POWERTECH, 2015,
  • [36] Modelling price and volatility inter-relationships in the Australian wholesale spot electricity markets
    Higgs, Helen
    ENERGY ECONOMICS, 2009, 31 (05) : 748 - 756
  • [37] Electricity Price Modelling for Turkey
    Yildirim, Miray Hanim
    Ozmen, Ayse
    Bayrak, Ozlem Turker
    Weber, Gerhard Wilhelm
    OPERATIONS RESEARCH PROCEEDINGS 2011, 2012, : 39 - 44
  • [38] Price forecast valuation for the NYISO electricity market
    Kalczynski, Pawel
    Zerom, Dawit
    KYBERNETES, 2015, 44 (04) : 490 - 504
  • [39] Dynamic price forecast in a competitive electricity market
    Bompard, E.
    Ciwei, G.
    Napoli, R.
    Torelli, F.
    IET GENERATION TRANSMISSION & DISTRIBUTION, 2007, 1 (05) : 776 - 783
  • [40] Electricity supply industry modelling for multiple objectives under demand growth uncertainty
    Heinrich, G.
    Howells, M.
    Basson, L.
    Petrie, J.
    ENERGY, 2007, 32 (11) : 2210 - 2229