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Strategic bidding in electricity markets: An agent-based simulator with game theory for scenario analysis

机译:电力市场中的战略性招标:基于代理的模拟器,具有博弈论,可以进行情景分析

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摘要

Electricity markets are complex environments, involving a large number of different entities, with specific characteristics and objectives, making their decisions and interacting in a dynamic scene. Game-theory has been widely used to support decisions in competitive environments; therefore its application in electricity markets can prove to be a high potential tool. This paper proposes a new scenario analysis algorithm, which includes the application of game-theory, to evaluate and preview different scenarios and provide players with the ability to strategically react in order to exhibit the behavior that better fits their objectives. This model includes forecasts of competitor players' actions, to build models of their behavior, in order to define the most probable expected scenarios. Once the scenarios are defined, game theory is applied to support the choice of the action to be performed. Our use of game theory is intended for supporting one specific agent and not for achieving the equilibrium in the market. MASCEM (Multi-Agent System for Competitive Electricity Markets) is a multi-agent electricity market simulator that models market players and simulates their operation in the market. The scenario analysis algorithm has been tested within MASCEM and our experimental findings with a case study based on real data from the Iberian Electricity Market are presented and discussed.
机译:电力市场是复杂的环境,涉及大量具有特定特征和目标的不同实体,它们在动态的场景中做出决策并进行交互。博弈论已被广泛用于支持竞争环境中的决策。因此,它在电力市场中的应用可以证明是一种潜在的工具。本文提出了一种新的情境分析算法,其中包括博弈论的应用,以评估和预览不同的情境,并为玩家提供战略性反应能力,以表现出更适合其目标的行为。该模型包括对竞争者行为的预测,以建立其行为模型,以定义最可能的预期情况。一旦场景被定义,博弈论就被应用以支持对将要执行的动作的选择。我们使用博弈论旨在支持一种特定的行为体,而不是为了实现市场均衡。 MASCEM(竞争性电力市场的多代理系统)是一种多代理电力市场模拟器,可对市场参与者进行建模并模拟其在市场中的运作。情景分析算法已在MASCEM中进行了测试,并基于伊比利亚电力市场的真实数据进行了案例研究,并给出了我们的实验结果。

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