Title :
Forecast of next day clearing price in deregulated electricity market
Author :
Zhou, Hui ; Wu, Xinhua ; Wang, Wei ; Chen, Liping
Author_Institution :
Sch. of Electr. Eng., Beijing Jiaotong Univ., Beijing, China
Abstract :
The daily clearing price curve in electricity market varied with multi-period and strong fluctuation characteristic. When grey GM (1, 1) model is used in forecast, the forecast error exceeded the permitted precision. This is because GM (1, 1) model is invalidated only if the price series did not follow the rule of exponential growth. In this case, grey model with period residual modification is proposed, which inherits the advantages of grey model and makes the forecasting price curve fluctuated. Meanwhile, a series of technology is used, such as smooth processing to original data, improvement of initial condition and period residual modification. Thus the fitting curve is closer to original data and the forecasting precision is improved. Simulation results verified the feasibility of the proposed approach.
Keywords :
exponential distribution; grey systems; power markets; pricing; clearing price forecast; data smooth processing; deregulated electricity market; exponential growth rule; fluctuation characteristic; grey model; period residual modification; Cybernetics; Demand forecasting; Economic forecasting; Electricity supply industry; Electricity supply industry deregulation; Fluctuations; Load forecasting; Power grids; Predictive models; USA Councils; Grey Model of GM (1 1); deregulated electricity market; forecast of next day clearing price; period residual modification; quadric exponential smoothing omponent;
Conference_Titel :
Systems, Man and Cybernetics, 2009. SMC 2009. IEEE International Conference on
Conference_Location :
San Antonio, TX
Print_ISBN :
978-1-4244-2793-2
Electronic_ISBN :
1062-922X
DOI :
10.1109/ICSMC.2009.5346934