Digital Twin of Radio-Mesh Smart Meter Communication for Outage Management Using a Multi-agent System

Linus Meyer, Kasper L. Jørstad, Lasse Kappel Mortensen, Athila Q. Santos, Karsten Handrup, H. Shaker
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引用次数: 1

Abstract

With more distributed energy resources and electrification of the transport and heating sector, higher loads and more stress are imposed on the consumer side of the power grid, leading to higher fault risks. Therefore, an increasing need for innovative outage management solutions in the low voltage area of the power grid arises. However, testing new outage management methods in real-world power grids involves high risk and complexity. A virtual test environment to simulate outages on the grid can erase this risk and reduce complexity, enabling the development of new and innovative outage management strategies. This paper proposes a digital twin representation of a generalized radio-mesh smart meter network. The digital twin serves as a virtual test environment for further research and development of fault detection and diagnosis methods. As the European commission plans to finish a mass roll-out of smart meters for its member states by 2030, existing smart meter infrastructure is utilized by integrating their currently unused features, such as the last gasp feature. Modeling the radio-mesh network was subject to a variety of complex principles such as communication blind spots, package collision, and limited communication range. A validation of the behavior of the digital twin was carried out by comparing the simulated transmission time of the smart meter packages with transmission time data obtained in an experiment. Identical times were recorded, thus the results confirmed an accurate representation of the real system.
基于多智能体系统的无线网格智能电表通信中断管理的数字孪生
随着分布式能源的增加以及交通和供热行业的电气化,电网用户侧的负荷和压力也越来越大,从而导致更高的故障风险。因此,对电网低压区域的创新停电管理解决方案的需求日益增加。然而,在实际电网中测试新的停电管理方法具有很高的风险和复杂性。模拟电网中断的虚拟测试环境可以消除这种风险并降低复杂性,从而支持开发新的和创新的中断管理策略。本文提出了一种广义无线网格智能电表网络的数字孪生表示。数字孪生为进一步研究和开发故障检测和诊断方法提供了虚拟测试环境。欧盟委员会计划到2030年为止,在各成员国完成智能电表的大规模普及,因此,通过整合“最后一次喘气”等尚未使用的功能,利用现有的智能电表基础设施。无线mesh网络的建模受到通信盲点、包碰撞、通信范围限制等多种复杂原理的制约。通过将智能电表包的模拟传输时间与实验中获得的传输时间数据进行比较,验证了数字孪生的行为。记录了相同的时间,因此结果证实了真实系统的准确表示。
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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