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An algorithmic game theory study of wholesale electricity markets based on central auction

机译:基于中央拍卖的电力批发市场算法博弈研究

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The deregulation of the electricity markets produced significant economic benefits. Improving their efficiency is a prominent scientific challenge. We focus on wholesale electricity markets, in which generators sell electricity to a public agency by means of a central auction. The multi-agent literature studies these markets according to two main approaches, each one providing a different level of expressiveness. The first approach, based on game theory, provides a formal analysis of the markets, allowing one to find the optimal generators' strategies in simple market models (e.g., omitting the auction mechanism). The second approach, based on multi-agent simulations, assumes that generators implement simple learning algorithms. This approach allows one to tackle complex market models, but no formal result on the optimality of the solution is provided in the literature. In this paper, we provide an algorithmic game theory study that improves the state of the art related to both the two previous approaches. Concerning the first approach: we enrich the game theoretic models available in the literature by introducing the auction mechanism, we provide an algorithm to solve the auction winner determination problem and an efficient algorithm to compute generators' optimal strategies. Concerning the second approach: we formally study the dynamics of learning generators analyzing the convergence to the optimal strategies.
机译:电力市场的放松管制产生了巨大的经济利益。提高其效率是一项重大的科学挑战。我们专注于电力批发市场,在该市场中,发电机通过中央拍卖将电力出售给公共机构。多代理人文献根据两种主要方法研究这些市场,每种方法都提供了不同级别的表达能力。第一种基于博弈论的方法提供了对市场的形式化分析,使人们能够在简单的市场模型中找到最优生产者的策略(例如,省略拍卖机制)。第二种方法基于多主体仿真,假定生成器实现简单的学习算法。这种方法可以解决复杂的市场模型,但文献中没有提供关于解决方案最优性的正式结果。在本文中,我们提供了一种算法博弈论研究,可以改善与前两种方法相关的技术水平。关于第一种方法:通过介绍拍卖机制,我们丰富了文献中可用的博弈理论模型,提供了一种解决拍卖中标者确定问题的算法,以及一种计算发电商最优策略的有效算法。关于第二种方法:我们正式研究学习生成器的动力学,分析收敛到最优策略的过程。

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