Fuzzy Logic Based Prosumer Agent in a Modular Smart Grid Prosumer Architecture

Chen-Wei Yang, Kashif Gulzar, S. Sierla, V. Vyatkin
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引用次数: 1

Abstract

The investment to DERs (Distributed Energy Resources) in the emerging smart energy grids are critical to achieving goals for environmental protection, reducing energy costs and coping with failures. An architecture and market mechanism is needed to support the participation of owners of DERs that aim to maximize the profit from this investment within a system that is also able to achieve grid level objectives. Due to privacy requirements, owners of DERs should not be requested to divulge information such as the state of charge of a local energy store, and yet such information is very relevant for operating the grid in such a way that meets the objectives of the owner of the grid, who may operate a large power plant that is ultimately responsible for satisfying the load that cannot be covered by DERs. This paper builds on previous work to propose a modular multi-agent architecture in which prosumer agents represent DER owners and an auctioneer agent represents the power plant operator. The architecture allows the different agents to use different algorithms aiming at satisfying local and grid level objectives while meeting the privacy requirement. In particular, a fuzzy logic based algorithm is developed for the distributed automation platform that supports the architecture. The capability of the architecture to flexibly evaluate the performance of various algorithms from the DER owner and plant operator perspective is demonstrated with a case study in the district heating domain.
模块化智能电网Prosumer体系结构中基于模糊逻辑的Prosumer Agent
在新兴的智能电网中,对分布式能源的投资对于实现环境保护、降低能源成本和应对故障的目标至关重要。需要一个架构和市场机制来支持分布式存储系统所有者的参与,这些所有者的目标是在一个能够实现网格级目标的系统中实现投资利润最大化。由于隐私要求,不应要求储能系统的所有者泄露诸如当地储能系统的充电状态等信息,然而,这些信息与以满足电网所有者目标的方式运营电网非常相关,电网所有者可能运营一个大型发电厂,最终负责满足储能系统无法覆盖的负荷。本文在前人研究的基础上,提出了一种模块化的多代理体系结构,其中产消代理代表DER所有者,拍卖商代理代表发电厂运营商。该体系结构允许不同的代理使用不同的算法,以满足局部和网格级目标,同时满足隐私要求。特别针对支持该体系结构的分布式自动化平台,提出了一种基于模糊逻辑的算法。通过区域供热领域的一个案例研究,证明了该体系结构从DER所有者和工厂运营商的角度灵活评估各种算法性能的能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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