论文标题

FIN:智能电网和电源线通信数据集

FiN: A Smart Grid and Power Line Communication Dataset

论文作者

Balada, Christoph, Ahmed, Sheraz, Dengel, Andreas, Bondorf, Max, Hopfer, Nikolai, Zdrallek, Markus

论文摘要

低压网络的复杂性日益复杂,这对电网的可靠和安全性操作构成了日益严重的挑战。这样做的原因包括日益分散的能源发电(光伏系统,风能等)以及新型消费者的出现(E-Obility,Em-Mobility,Highter Eatheral Storage等)。同时,低压网格在很大程度上没有受到监控,有时很难检测到局部功率故障。为了克服这一点,电力线通信(PLC)已成为可靠监视低压网格的潜在解决方案。除了建立通信基础架构外,PLC还提供了评估电缆本身的可能性,以及基于其信噪比(SNR)的单个电缆分销商之间的连接质量。因此,大规模PLC基础架构的推出不仅可以确保通信,而且还引入了用于监视整个网络的工具。为了评估这些数据的潜力,我们在德国城市的三个不同地区安装了38张PLC调制解调器,作为Fühler-Im-Netz项目的一部分,人口约为150,000。在22个月的时间里,每四个小时都会生成相邻PLC调制解调器之间每种连接的SNR频谱。 %和电压每分钟测量。这种现实PLC数据的可用性为对未来智能电网越来越复杂的挑战做出了新的可能性。本文提供了对数据生成的详细分析,并描述了在电网正常运行期间如何收集数据。此外,我们提出了常见的异常,效果和趋势,这些异常和趋势在PLC数据中可以在每日,每周或季节性水平上观察到。最后,我们讨论了潜在用例,并强调了对电缆部分的远程检查。

The increasing complexity of low-voltage networks poses a growing challenge for the reliable and fail-safe operation of electricity grids. The reasons for this include an increasingly decentralized energy generation (photovoltaic systems, wind power, etc.) and the emergence of new types of consumers (e-mobility, domestic electricity storage, etc.). At the same time, the low-voltage grid is largely unmonitored and local power failures are sometimes hard to detect. To overcome this, power line communication (PLC) has emerged as a potential solution for reliable monitoring of the low-voltage grid. In addition to establishing a communication infrastructure, PLC also offers the possibility of evaluating the cables themselves, as well as the connection quality between individual cable distributors based on their Signal-to-Noise Ratio (SNR). The roll-out of a large-scale PLC infrastructure therefore not only ensures communication, but also introduces a tool for monitoring the entire network. To evaluate the potential of this data, we installed 38 PLC modems in three different areas of a German city with a population of about 150,000 as part of the Fühler-im-Netz project. Over a period of 22 months, an SNR spectrum of each connection between adjacent PLC modems was generated every quarter of an hour. % and the voltage was measured every minute. The availability of this real-world PLC data opens up new possibilities to react to the increasingly complex challenges in future smart grids. This paper provides a detailed analysis of the data generation and describes how the data was collected during normal operation of the electricity grid. In addition, we present common anomalies, effects, and trends that could be observed in the PLC data at daily, weekly, or seasonal levels. Finally, we discuss potential use cases and the remote inspection of a cable section is highlighted as an example.

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