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Agent-based control for decentralised demand side management in the smart grid

机译:基于代理的控制,用于智能电网中的分散式需求侧管理

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摘要

Central to the vision of the smart grid is the deployment of smart meters that will allow autonomous software agents, representing the consumers, to optimise their use of devices and heating in the smart home while interacting with the grid. However, without some form of coordination, the population of agents may end up with overly-homogeneous optimised consumption patterns that may generate significant peaks in demand in the grid. These peaks, in turn, reduce the efficiency of the overall system, increase carbon emissions, and may even, in the worst case, cause blackouts. Hence, in this paper, we introduce a novel model of a Decentralised Demand Side Management (DDSM) mechanism that allows agents, by adapting the deferment of their loads based on grid prices, to coordinate in a decentralised manner. Specifically, using average UK consumption profiles for 26M homes, we demonstrate that, through an emergent coordination of the agents, the peak demand of domestic consumers in the grid can be reduced by up to 17% and carbon emissions by up to 6%. We also show that our DDSM mechanism is robust to the increasing electrification of heating in UK homes (i.e. it exhibits a similar efficiency).
机译:智能电表愿景的核心是智能电表的部署,该智能电表将使代表消费者的自主软件代理在与电网交互时优化他们对智能家居中设备的使用和供暖。但是,如果没有某种形式的协调,则代理商群体最终可能会获得过度同质的优化消费模式,从而可能在电网中产生明显的需求高峰。这些峰值反过来会降低整个系统的效率,增加碳排放,甚至在最坏的情况下甚至可能会导致断电。因此,在本文中,我们介绍了一种分散式需求侧管理(DDSM)机制的新模型,该模型允许代理商通过根据电网价格调整其负荷递延来以分散方式进行协调。具体而言,使用英国2600万家庭的平均消费情况,我们证明,通过代理商的紧急协调,可以减少电网中家庭消费者的峰值需求最多17%,碳排放最多6%。我们还表明,我们的DDSM机制对于英国家庭中供暖的电气化日益增强具有鲁棒性(即它表现出相似的效率)。

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