Processing and Visualisation Methodologies for Lightning and Outage Related Big Data in an Effort to Improve Maintenance and Operations within an Electrical Power Utility

Renier Van Rooyen, Oswald Van Ginkel, Gavin Strelec, Hugh G. P. Hunt
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Abstract

This paper presents a methodology that aims to reconcile the presence of lightning within the vicinity of a power line and the unexpected circuit breaker operation or insulation failure of electrical power plant assets, based on geospatial and temporal correlation. In this process, it can be inferred that repeated geospatial correlations indicate poorly performing lightning protection. This information set forms a basis that can facilitate prioritisation of maintenance routines and money spent on network improvement for specific locations of the network. The ultimate output of the methodology is a map which indicates poorly performing segments of a power line in relation to lightning activity exposure. The method reduces unmanageably large (~108) multi-dimensional datasets into a user-friendly 3D geospatial representation that can be readily interpreted and actioned. The method produces convincing correlations that can form the basis for preliminary investigation and adapted to many potential uses.
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雷电和停电相关大数据的处理和可视化方法,以改善电力公用事业的维护和运营
本文提出了一种基于地理空间和时间相关性的方法,旨在协调电力线附近闪电的存在和电厂资产的意外断路器操作或绝缘故障。在此过程中,可以推断,重复的地理空间相关性表明防雷性能较差。该信息集形成了一个基础,可以促进维护程序的优先级和用于网络特定位置的网络改进的资金。该方法的最终输出是一张地图,其中显示了与闪电活动暴露有关的电力线表现不佳的部分。该方法将难以管理的大型(~108)多维数据集减少为用户友好的三维地理空间表示,可以很容易地解释和操作。该方法产生令人信服的相关性,可以形成初步调查的基础,并适用于许多潜在的用途。
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