Day Ahead Price Forecasting Models in Thin Electricity Market

被引:0
|
作者
Gupta, Sayani [1 ]
Chitkara, Puneet [2 ]
机构
[1] PAYBACK Amer Express Subsidiary, Business Intelligence Unit, Gurugram, India
[2] KPMG Advisory Serv Private Ltd, IGH, Gurugram, India
关键词
Electricity market; Day ahead price forecasting; MCS; thin electricity market; IEX;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Day Ahead Electricity Markets (DAMs) in India are thin but growing. Consistent price forecasts are important for their utilization in portfolio optimization models. Univariate or multivariate models with standard exogenous variables such as special day effects etc. are not always useful. Drivers of demand and supply include weather variations over large geographic areas, outages of power system elements and sudden changes in contracts which lead the players to access power exchanges. These needs to be considered in forecasting models. Such models are observed to considerably reduce forecasting errors by outperforming other models under conditions, which are neither infrequent nor recur at defined intervals. This paper develops models for India and tests the utility of these models using Model Confidence Set (MCS) approach which picks up the "best" models. The approach has been developed for a power utility in India over a period of two years in live business environment.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Price forecasting in the day-ahead electricity market
    Monroy, JJR
    Kita, H
    Tanaka, E
    Hasegawa, J
    UPEC 2004: 39th International Universitities Power Engineering Conference, Vols 1-3, Conference Proceedings, 2005, : 1303 - 1307
  • [2] Investigation of Day-ahead Price Forecasting Models in the Finnish Electricity Market
    Zaroni, Daniel
    Piazzi, Arthur
    Tettamanti, Tamas
    Sleisz, Adam
    ICAART: PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON AGENTS AND ARTIFICIAL INTELLIGENCE, VOL 2, 2020, : 829 - 835
  • [3] Day-Ahead Price Forecasting for the Spanish Electricity Market
    Romero, Alvaro
    Ramon Dorronsoro, Jose
    Diaz, Julia
    INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE, 2019, 5 (04): : 42 - 50
  • [4] Electricity price forecasting for PJM day-ahead market
    Mandal, Paras
    Senjyu, Tomonobu
    Urasaki, Naomitsu
    Funabashi, Toshihisa
    Srivastava, Anurag K.
    2006 IEEE/PES POWER SYSTEMS CONFERENCE AND EXPOSITION. VOLS 1-5, 2006, : 1321 - +
  • [5] Forecasting methods of market clearing price in day-ahead electricity market
    Yang, Bo
    Zhao, Zun-Lian
    Chen, Yun-Ping
    Han, Qi-Ye
    Gaodianya Jishu/High Voltage Engineering, 2007, 33 (07): : 144 - 150
  • [6] Forecasting day-ahead price spikes for the Ontario electricity market
    Sandhu, Harmanjot Singh
    Fang, Liping
    Guan, Ling
    ELECTRIC POWER SYSTEMS RESEARCH, 2016, 141 : 450 - 459
  • [7] Day-Ahead Electricity Price Forecasting in the Contemporary Italian Market
    Moraglio, Francesco
    Ragusa, Carlo S.
    IEEE ACCESS, 2024, 12 : 72062 - 72078
  • [8] Electricity price forecasting on the day-ahead market using machine learning
    Tschora, Leonard
    Pierre, Erwan
    Plantevit, Marc
    Robardet, Celine
    APPLIED ENERGY, 2022, 313
  • [9] Day-Ahead Electricity Market Clearing Price Forecasting: A Case in Yunnan
    Yu, Xuguang
    Li, YaPeng
    Yang, Qiang
    Li, Gang
    Cao, Rui
    Cheng, Chuntian
    Chen, Fu
    WORLD ENVIRONMENTAL AND WATER RESOURCES CONGRESS 2018: WATERSHED MANAGEMENT, IRRIGATION AND DRAINAGE, AND WATER RESOURCES PLANNING AND MANAGEMENT, 2018, : 141 - 151
  • [10] Day-ahead Electricity Market Price Forecasting Based on Panel Cointegration
    Li, Xuran Ivan
    Yu, C. W.
    Ren, Shuyun
    Meng, Ke
    Liu, Guozhong
    IEEE POWER AND ENERGY SOCIETY GENERAL MEETING 2010, 2010,