Comparison and empirical validation of optimizing and agent-based models of the Italian electricity market

E. Guerci, S. Sapio
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引用次数: 10

Abstract

In recent years, several oligopolistic models of the liberalized power exchanges have been proposed, within two paradigms based upon radically different assumptions on rationality, learning and cognition: optimal choice and agent-based computational modeling. This paper is a first attempt to compare the explanatory performances of an agent-based model with a supply function equilibrium model on the same dataset. The models are designed in such a way that differences in performance between them are mainly due to their different behavioral assumptions, and are validated on a unique plant-level dataset on the Italian power exchange. As suggested by our findings, the agent-based model is better able to capture the intraday profile of power prices, but both models tend to overestimate the degree of competition among generating companies.
意大利电力市场优化模型与基于主体模型的比较与实证验证
近年来,在基于理性、学习和认知完全不同的假设的两种范式中,提出了几种自由化电力交换的寡头垄断模型:最优选择和基于主体的计算建模。本文首次尝试在相同的数据集上比较基于agent的模型与供给函数均衡模型的解释性能。这些模型的设计方式使得它们之间的性能差异主要是由于它们不同的行为假设,并在意大利电力交易所的一个独特的电厂级数据集上进行了验证。正如我们的研究结果所表明的那样,基于主体的模型能够更好地捕捉到电价的当日概况,但这两种模型都倾向于高估发电公司之间的竞争程度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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