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A vector autoregressive model for electricity prices subject to long memory and regime switching

机译:电力价格的矢量自回归模型受长期记忆和政权转换的影响

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摘要

A regime dependent VAR model is suggested that allows long memory (fractional integration) in each of the observed regime states as well as the possibility of fractional cointegration. The model is motivated by the dynamics of electricity prices where the transmission of power is subject to occasional congestion periods. For a system of bilateral prices non-congestion means that electricity prices are identical whereas congestion makes prices depart. Hence, the joint price dynamics implies switching between a univariate price process under non-congestion and a bivariate price process under congestion. At the same time, it is an empirical regularity that electricity prices tend to show a high degree of long memory, and thus that prices may be fractionally cointegrated. Analysis of Nord Pool data shows that even though the prices are identical under non-congestion, the prices are not, in general, fractionally cointegrated in the congestion state. Hence, in most cases price convergence is a property following from regime switching rather than a conventional error correction mechanism. Finally, the suggested model is shown to deliver forecasts that are more precise compared to competing models.
机译:建议使用与方案相关的VAR模型,该模型允许在每个观察到的方案状态中进行长时间记忆(分数积分),并允许进行分数协积分。该模型是受电价动态推动的,在这种情况下,电力传输有时会出现拥堵。对于双边价格体系,非拥挤意味着电价是相同的,而拥挤则使价格脱节。因此,联合价格动力学意味着在非拥挤情况下的单变量价格过程和拥挤情况下的双变量价格过程之间的切换。同时,根据经验规律,电价往往表现出高度的长期记忆能力,因此电价可能会部分协整。对Nord Pool数据的分析表明,即使在非拥堵情况下价格相同,但在拥堵状态下价格通常不会部分协整。因此,在大多数情况下,价格趋同性是体制转换后的一种特性,而不是传统的纠错机制。最后,与竞争模型相比,建议模型可提供更精确的预测。

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