DocumentCode :
1618866
Title :
Second and Third Moments Characteristics of Electricity Price Volatility
Author :
Hongfu, Wang ; Ruiqing, Wang
Author_Institution :
Sch. of Comput. & Inf. Eng., Anyang Normal Univ., Anyang, China
fYear :
2012
Firstpage :
1761
Lastpage :
1765
Abstract :
The distribution properties of electricity prices are the important information for the risk management of electricity markets and the pricing of electricity financial derivatives. With comprehensive consideration of the changing rules of the electricity spot price, a multicycle GARCH-M model based on Gram-Charlier series expansion of the normal density function is proposed, in which the second moment, third moment and multicycle of electricity price series are described by time-varying variance, time-varying skewness and sine function. The changing trend, volatility of second and third moments, multicycle and the relationship among load and spot price can be fully taken into account. The numerical example based on the historical data of the PJM market shows that time-varying variance and the system load square have a significant effect on the mean electricity prices, there exist second moment volatility clustering and weekly, semi-monthly, monthly, bimonthly, quarterly and semi-annual periods, and the second and third moments of electricity price series manifest the clear synchronous time-varying characteristics.
Keywords :
autoregressive processes; power markets; pricing; risk management; Gram-Charlier series expansion; PJM market; distribution properties; electricity financial derivatives; electricity markets; electricity price series multicycle; electricity price volatility; electricity spot price; multicycle GARCH-M model; normal density function; risk management; second moment volatility clustering; second moments characteristics; sine function; system load square; third moments characteristics; time-varying skewness; time-varying variance; Analytical models; Electricity; Electricity supply industry; Fluctuations; Forecasting; Load modeling; Predictive models; GARCH-M model; Gram-Charlier expansion; Second moment; Third moment;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Control and Electronics Engineering (ICICEE), 2012 International Conference on
Conference_Location :
Xi´an
Print_ISBN :
978-1-4673-1450-3
Type :
conf
DOI :
10.1109/ICICEE.2012.466
Filename :
6322756
Link To Document :
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