Collective target tracking mean field control for electric space heaters

A. Kizilkale, R. Malhamé
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引用次数: 13

Abstract

As part of a system wide optimization problem in smart grids it is required that the mean temperature of a massive number of space heating devices associated with energy storage follows a computed target temperature trajectory. The classical control approach is to compute the required signal centrally for each device and to send that signal. However, the corresponding computational and communication requirements can be forbidding. Instead, in this paper the presence of large numbers of heaters justifies the use of a decentralized mean field control based approach to the problem. A novel agent cost structure including an integral term is utilized for this purpose. The corresponding system of mean field equations is developed, a fixed point analysis is given, an e-Nash theorem is presented, and numerical simulation results are provided.
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电热加热器的集体目标跟踪平均场控制
作为智能电网系统范围优化问题的一部分,要求与储能相关的大量空间加热设备的平均温度遵循计算的目标温度轨迹。经典的控制方法是为每个设备集中计算所需的信号并发送该信号。然而,相应的计算和通信需求可能令人望而生畏。相反,在本文中,大量加热器的存在证明了使用基于分散平均场控制的方法来解决这个问题。为此,提出了一种包含积分项的新型代理成本结构。建立了相应的均场方程组,给出了不动点分析,提出了e-Nash定理,并给出了数值模拟结果。
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