Reduction of Coalition Structure's Search Space Based on Domain Information: An Application in Smart Grids

Gabriel de Oliveira Ramos, A. Bazzan
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引用次数: 7

Abstract

Smart grids have received great attention in recent years. Among many technologies that are used in smart grids, the concept of vehicle-to-grid (V2G) arises, which allows the use of electric vehicles' batteries to provide energy back to the grid when needed. An interesting research approach is the formation of coalitions among electric vehicles to provide electric power back to the grid, increasing the reliability and stability of the grid. In this paper, we propose a technique that uses smart grids' domain information to establish constraints on coalition formation process, promoting the pruning of the coalition structure's search space. We evaluate our approach by showing that it can drastically prune the search space, which makes coalition formation possible for a relatively higher number of agents.
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基于领域信息的联盟结构搜索空间约简在智能电网中的应用
近年来,智能电网受到了广泛的关注。在智能电网中使用的许多技术中,出现了车辆到电网(V2G)的概念,它允许使用电动汽车的电池在需要时向电网提供能量。一个有趣的研究方法是在电动汽车之间形成联盟,向电网提供电力,增加电网的可靠性和稳定性。本文提出了一种利用智能电网的领域信息对联盟形成过程建立约束的技术,促进了联盟结构搜索空间的修剪。我们通过显示它可以大幅减少搜索空间来评估我们的方法,这使得相对较多的代理可以形成联盟。
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