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Model-Free Optimal Control of Distributed Energy Resources in Electric Power Distribution Systems.

机译:配电系统中分布式能源的无模型最优控制。

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摘要

Distributed Energy Resources (DER) have the potential to both improve the manner in which the electric power distribution system is operated and provide services to the bulk electric grid. A key question that has emerged in academic circles is the manner in which DER is governed to provide such utility. While many of the suggested approaches are mathematically elegant and demonstrate positive performance in simulations, they face enormous barriers to implementation due to their reliance on knowledge of network models and burdensome communications requirements. This dissertation focuses on the application of an Extremum Seeking (ES) control approach to manage individual DER, that does not require utility network models and or communication between agents. Results achieved from the application of this technique are shown to be equivalent to those derived from centrally-based optimization strategies that utilize convex relaxation techniques. Initially, I explore the use of Extremum Seeking to manage reactive power resources to perform voltage constrained optimization in balanced radial distribution systems. Next, also for balanced and radial distribution systems, I extend this work to consider the management of four-quadrant-capable DER to enable voltage-constrained distribution substation real power and voltage reference tracking. My approach essentially allows the distribution feeder to act as a controllable (P,V) bus when viewed from the perspective of the Transmission System Operator. Finally, in an attempt to extend my results to 3-phase distribution systems, I derive a linear approximation to unbalanced power flow and explore a new objective of using reactive power resources to regulate and balance system voltages. While the latter-most piece does not specifically consider ES, it lays the necessary foundation for the application of the approach in unbalanced systems.
机译:分布式能源(DER)有潜力改善配电系统的运行方式并为大电网提供服务。在学术界出现的一个关键问题是对DER提供这种效用的方式进行管理。尽管许多建议的方法在数学上都是优雅的,并且在仿真中显示出良好的性能,但是由于它们依赖于网络模型的知识和繁重的通信需求,因此在实现方面面临着巨大的障碍。本论文着重探讨了一种极值搜索(ES)控制方法在管理单个DER上的应用,该方法不需要效用网络模型或代理之间的通信。应用该技术所获得的结果与使用凸弛豫技术的基于中心的优化策略所得出的结果相当。最初,我探索使用极值搜索来管理无功功率资源,以在平衡径向配电系统中执行电压约束优化。接下来,对于平衡和径向配电系统,我将这项工作扩展到考虑具有四象限能力的DER的管理,以实现电压受限的配电变电站的有功功率和参考电压跟踪。从传输系统操作员的角度来看,我的方法实质上允许配电馈线充当可控(P,V)总线。最后,为了将结果扩展到三相配电系统,我得出了不平衡潮流的线性近似,并探索了使用无功功率来调节和平衡系统电压的新目标。尽管最后一部分没有特别考虑ES,但它为在不平衡系统中应用该方法奠定了必要的基础。

著录项

  • 作者

    Arnold, Daniel B.;

  • 作者单位

    University of California, Berkeley.;

  • 授予单位 University of California, Berkeley.;
  • 学科 Electrical engineering.;Mechanical engineering.
  • 学位 Ph.D.
  • 年度 2015
  • 页码 84 p.
  • 总页数 84
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 11:52:37

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