Short-Term Electricity Price Forecasting

被引:0
|
作者
Arabali, A. [1 ]
Chalko, E. [1 ]
Etezadi-Amoli, M. [1 ]
Fadali, M. S. [1 ]
机构
[1] Univ Nevada, EE Dept, Reno, NV 89557 USA
关键词
electricity price; Kalman filter; H-infinity filter; Gauss-Markov;
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
Price forecasting has become an important tool in the planning and operation of restructured power systems. This paper develops a new short-term electricity price forecasting scheme based on a state space model of the power market. A Gauss-Markov process is used to represent the stochastic dynamics of the electricity market. Kalman and H-infinity filters, two methods based on the state space model, are applied in order to estimate the electricity price and compare the quality of their state estimates. Our results show that performance measures for the H-infinity filter are generally superior to those for the standard Kalman filter.
引用
收藏
页数:5
相关论文
共 50 条
  • [21] Short-Term Electricity Price Forecasting Based on MPSO-BP Algorithm
    Dong, Yu
    Yang, Qiang
    Yan, Wenjun
    [J]. MANUFACTURING ENGINEERING AND AUTOMATION II, PTS 1-3, 2012, 591-593 : 1351 - 1355
  • [22] An Efficient Framework for Short-Term Electricity Price Forecasting in Deregulated Power Market
    Pourdaryaei, Alireza
    Mohammadi, Mohammad
    Muhammad, Munir Azam
    Bin Fakhrul Islam, Junaid
    Karimi, Mazaher
    Shahriari, Amidaddin
    [J]. IEEE ACCESS, 2024, 12 : 43674 - 43690
  • [23] An enhanced radial basis function network for short-term electricity price forecasting
    Lin, Whei-Min
    Gow, Hong-Jey
    Tsai, Ming-Tang
    [J]. APPLIED ENERGY, 2010, 87 (10) : 3226 - 3234
  • [24] Hybridisation of Fundamental and Composite Econometric Modelling for Short-Term Electricity Price Forecasting
    de Marcos, Rodrigo A.
    Bello, Antonio
    Reneses, Javier
    [J]. 2018 15TH INTERNATIONAL CONFERENCE ON THE EUROPEAN ENERGY MARKET (EEM), 2018,
  • [25] Electricity Price and Load Short-Term Forecasting Using Artificial Neural Networks
    Mandal, Paras
    Senjyu, Tomonobu
    Urasaki, Naomitsu
    Funabashi, Toshihisa
    [J]. INTERNATIONAL JOURNAL OF EMERGING ELECTRIC POWER SYSTEMS, 2006, 7 (04): : 1 - 20
  • [26] Short-term salmon price forecasting
    Bloznelis, Daumantas
    [J]. JOURNAL OF FORECASTING, 2018, 37 (02) : 151 - 169
  • [27] ANALYSIS AND SHORT-TERM FORECASTING OF ELECTRICITY DEMAND
    BOROS, E
    [J]. ZEITSCHRIFT FUR ANGEWANDTE MATHEMATIK UND MECHANIK, 1986, 66 (05): : T340 - T342
  • [28] Short-term Electricity Load Forecasting for Thailand
    Chapagain, Kamal
    Kittipiyakul, Somsak
    [J]. 2018 15TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY (ECTI-CON), 2018, : 521 - 524
  • [29] A novel hybrid deep neural network model for short-term electricity price forecasting
    Huang, Chiou-Jye
    Shen, Yamin
    Chen, Yung-Hsiang
    Chen, Hsin-Chuan
    [J]. INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2021, 45 (02) : 2511 - 2532
  • [30] Short-term electricity price forecasting based on graph convolution network and attention mechanism
    Yang, Yuyun
    Tan, Zhenfei
    Yang, Haitao
    Ruan, Guangchun
    Zhong, Haiwang
    Liu, Fengkui
    [J]. IET RENEWABLE POWER GENERATION, 2022, 16 (12) : 2481 - 2492