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Hierarchical Signal Processing for Tractable Power Flow Management in Electric Grid Networks

机译:电网中可分级潮流管理的分层信号处理

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Rapid advancements in smart grid technologies have brought about the proliferation of intelligent and actuating power system components such as distributed generation, storage, and smart appliance units. Capitalizing fully on the potential benefits of these systems for sustainable and economical power generation, management, and delivery is currently a significant challenge due to issues of scalability, intermittency, and heterogeneity of the associated networks. In particular, vertically integrated and centralized power system management is no longer tractable for optimally coordinating these diverse devices at large scale while also accounting for the underlying complex physical grid constraints. To address these challenges, we propose a hierarchical signal processing framework for optimal power flow management whereby the cyber-physical network relationships of the modern grid are leveraged to enable intelligent decision-making by individual devices based on local constraints and external information. Decentralized and distributed techniques based on convex optimization and game theoretic constructs are employed for information exchanges and decision-making at each tier of the proposed framework. It is shown via theoretical and simulation studies that our technique allows for the seamless integration of power components into the grid with low computational and communication overhead while maintaining optimal, sustainable, and feasible grid operations.
机译:智能电网技术的飞速发展带来了智能和驱动电力系统组件(例如分布式发电,存储和智能设备单元)的激增。由于相关网络的可伸缩性,间歇性和异构性问题,目前充分利用这些系统在可持续和经济的发电,管理和交付方面的潜在利益是一项重大挑战。尤其是,垂直集成和集中式电力系统管理对于大规模最佳地协调这些不同的设备不再是易事,同时还考虑了潜在的复杂物理网格约束。为了应对这些挑战,我们提出了一种用于最佳功率流管理的分层信号处理框架,利用该框架,现代电网的网络与物理网络之间的关系可以使各个设备根据本地约束和外部信息进行智能决策。基于凸优化和博弈论构造的分散和分布式技术被用于所提出框架的每一层的信息交换和决策。通过理论和仿真研究表明,我们的技术可以在保持最佳,可持续和可行的电网运行的同时,以较低的计算和通信开销将功率组件无缝集成到电网中。

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