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Distributed Online Algorithm for Optimal Real-Time Energy Distribution in the Smart Grid

机译:智能电网中最佳实时能量分配的分布式在线算法

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摘要

In recent years, the smart grid has been recognized as an important form of the Internet of Things (IoT). The two-way energy and information flows in a smart gird, together with the smart devices, bring about new perspectives to energy management. This paper investigates a distributed online algorithm for electricity distribution in a smart grid environment. We first present a formulation that captures the key design factors such as user's utility, grid load smoothing, and energy provisioning cost. The problem is shown to be convex and can be solved with a centralized online algorithm that only requires present information about users and the grid in our prior work. In this paper, we develop a distributed online algorithm that decomposes and solves the online problem in a distributed manner, and prove that the distributed online solution is asymptotically optimal. The proposed distributed online algorithm is also practical and mitigates the user privacy issue by not sharing user utility functions. It is evaluated with trace-driven simulations and shown to outperform a benchmark scheme.
机译:近年来,智能电网已被视为物联网(IoT)的一种重要形式。智能电网中的双向能源和信息流与智能设备一起为能源管理带来了新的视角。本文研究了智能电网环境中的配电在线分布式算法。我们首先提出一个公式,其中包含关键设计因素,例如用户的效用,电网负载平滑和能源供应成本。该问题被证明是凸出的,可以使用集中化的在线算法解决,该算法仅需要我们先前工作中有关用户和网格的当前信息。在本文中,我们开发了一种分布式在线算法,该算法以分布式方式分解和解决了在线问题,并证明了该分布式在线解是渐近最优的。所提出的分布式在线算法也是实用的,并且通过不共享用户实用程序功能来减轻用户隐私问题。通过跟踪驱动的仿真对其进行了评估,结果表明它优于基准方案。

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