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Distributed Control of Micro-Storage Devices With Mean Field Games

机译:利用均值博弈的微存储设备分布式控制

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摘要

This paper proposes a fully distributed control strategy for the management of micro-storage devices that perform energy arbitrage. For large storage populations, the problem can be approximated as a differential game with infinite players (mean field game). Through the resolution of coupled partial differential equations (PDEs), it is possible to determine, as a fixed point, the optimal feedback strategy for each player and the resulting price of energy if that strategy is applied. Once this price is calculated, it can be communicated to the devices, which are able to independently determine their optimal charge profile. Simulation results are provided, calculating the fixed point through numerical integration of the PDEs. The original model is then extended in order to consider additional elements, such as multiple population of devices and demand uncertainty.
机译:本文提出了一种完全分布式的控制策略,用于管理执行能量套利的微存储设备。对于大量存储,问题可以近似为具有无限玩家的差分游戏(平均场游戏)。通过耦合偏微分方程(PDE)的解析,有可能确定每个参与者的最佳反馈策略以及如果应用该策略所产生的能源价格作为固定点。一旦计算出该价格,便可以将其传达给能够独立确定其最佳充电配置文件的设备。提供了仿真结果,通过对PDE的数值积分来计算固定点。然后扩展原始模型,以考虑其他因素,例如设备数量众多和需求不确定性。

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