A threshold autoregressive model for wholesale electricity prices

被引:0
|
作者
Rambharat, BR [1 ]
Brockwell, AE [1 ]
Seppi, DJ [1 ]
机构
[1] Carnegie Mellon Univ, Dept Stat, Pittsburgh, PA 15213 USA
关键词
electricity prices; Markov chain Monte Carlo methods; spikes; threshold autoregressive model;
D O I
暂无
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We introduce a discrete time model for electricity prices which accounts for both transitory spikes and temperature effects. The model allows for different rates of mean reversion: one for weather events, one around price jumps and another for the remainder of the process. We estimate the model by using a Markov chain Monte Carlo approach with 3 years of daily data from Allegheny County, Pennsylvania. We show that our model outperforms existing stochastic jump diffusion models for this data set. Results also demonstrate the importance of model parameters corresponding to both the temperature effect and the multilevel mean reversion rate.
引用
收藏
页码:287 / 299
页数:13
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