Stochastic modeling of electric power prices in a multi-market environment

P. Skantze, Marija Ilic, J. Chapman
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引用次数: 62

Abstract

Over the past few years, a number of competitive electric power markets have emerged in the United States. While market structure differs by region, the common denominator has been the high level of price volatility experienced in these markets. As power suppliers, marketers and consumers seek to manage their positions in this volatile environment, understanding the locational spreads in power prices is becoming increasingly important. The paper develops a dynamic model describing the interplay of electricity prices in a multi-market environment. In contrast to most existing price models, it is based on the fundamental interaction of demand and supply processes. We illustrate how delays in the information flow to market participants causes price differentials to occur between markets with unconstrained transmission interfaces. Furthermore we examine how correlation between load processes translates into a correlation between the price processes in a dual-market environment. These results are illustrated in a simulated example. In the context of the new model we examine current state of the art algorithms for valuing locational spread options. The work presented suggests that a single correlation factor may not be sufficient to describe the interplay of prices in a dual-market environment. The model illustrates how the price correlation shifts between two states based on the state of congestion on the system. Possibilities for extensions of current option valuation schemes are discussed.
多市场环境下电力价格的随机建模
在过去的几年里,美国出现了一些竞争激烈的电力市场。虽然市场结构因地区而异,但这些市场的共同点是价格波动很大。随着电力供应商、营销人员和消费者寻求在这种动荡的环境中管理自己的头寸,了解电价的地域差异变得越来越重要。本文建立了一个描述多市场环境下电价相互作用的动态模型。与大多数现有的价格模型不同,它基于需求和供给过程的基本相互作用。我们说明了信息流向市场参与者的延迟如何导致具有无约束传输接口的市场之间发生价格差异。此外,我们研究了在双重市场环境中,负荷过程之间的相关性如何转化为价格过程之间的相关性。这些结果在一个模拟实例中得到了说明。在新模型的背景下,我们研究了评估位置价差期权的最新算法。所提出的工作表明,单一的相关因素可能不足以描述双重市场环境中价格的相互作用。该模型说明了价格相关性如何根据系统的拥堵状态在两种状态之间变化。讨论了当前期权估值方案扩展的可能性。
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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