文章基本信息

标题：Simple Estimation of Operating Lifetime for Electrical Distribution Components Utilizing Their Inspection and Maintenance Records
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作者：Hirotaka Takano ; Kan Nakae ; Tatsuya Tokunaga 等
期刊名称：IFAC PapersOnLine
印刷版ISSN：2405-8963
出版年度：2020
卷号：53
期号：2
页码：12207-12212
DOI：10.1016/j.ifacol.2020.12.1090
语种：English
出版社：Elsevier
摘要：AbstractDistribution system operators (DSOs) inspect electrical components in distribution systems and decide necessary actions for the inspection results to sustain the reliability of power supply. These results have been accumulated in databases as the inspection and the maintenance records. The authors propose to utilize the inspection and the maintenance records in estimation of operating lifetime of newly constructed electrical components in the distribution systems. A decision tree learning analyzes the relationship between attributes of the target components and the operating lifetime obtained by the inspection and the maintenance records, and as a result, constructs a tree-like classification or regression model. The resulting model can estimate the operating lifetime of newly constructed components using the initial information (the set of the attributes) only. Usefulness of the estimation method is verified on actual records stored in a Japanese electric power company. In addition, factors that have strong influence on the operating lifetime are specified by the feature of decision tree.
关键词：Keywordsdistribution equipmentlifetime estimationdecision treesinspection recordmaintenance recordbig data