Exogenous factors for order arrivals on the intraday electricity market

被引:7
作者
Kramer, Anke [1 ]
Kiesel, Ruediger [1 ]
机构
[1] Univ Duisburg Essen, Chair Energy Trading & Finance, Univ Str 12, D-45141 Essen, Germany
关键词
Intraday electricity market; Order arrivals; Exogenous factors; Self-exciting; Point process; Maximum likelihood estimation; HAWKES PROCESSES; CONTINUOUS-TIME; LIKELIHOOD; FIT;
D O I
10.1016/j.eneco.2021.105186
中图分类号
F [经济];
学科分类号
02 ;
摘要
We examine if the trading activity on the German intraday electricity market is linked to fundamental as well as market-induced factors. Thus, we propose a novel point process model in which the intensity process of order arrivals consists of a self-exciting term and additional exogenous factors, such as the production of renewable energy or the activated volume on the balancing market. The model parameters are estimated by a maximum likelihood approach that explicitly accounts for such factor processes. By comparing the proposed model to several nested models, we investigate whether adding the exogenous factors significantly increases the accuracy of the model fit. We find that intensity processes that only take into account exogenous factors are improved if we add a self-exciting term. On the other hand, to capture the market dynamics correctly, pure self-exciting models need to be extended such that they additionally account for exogenous impacts. (c) 2021 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY license (http:// creativecommons.org/licenses/by/4.0/).
引用
收藏
页数:14
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