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Current-Based Trip Coil Analysis of Circuit Breakers for Fault Diagnosis

机译:断路器断路器电流跳闸线圈分析

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Trip coil current trace analysis is commonly used in the condition monitoring of circuit breakers. Its effective implementation enables an unobtrusive method of diagnosis, reducing costs and increasing safety. Conventional methods of analysis rely on the extraction of knowledge-driven, time-based features from the trace, followed by diagnosis through an expert system. Many utility companies rely on the automated feature extraction capabilities provided within the trip coil current recorder. This paper highlights markers of potentially poor circuit breaker health missed when relying solely on such time-based analysis. A supplementary, data-driven method focusing on identifying such cases using machine learning techniques is introduced and demonstrated in this paper. Additionally, attention is drawn to the susceptibility of incorrect feature extraction by the recorders when subject to some of the explained current-based abnormalities.
机译:跳线电流跟踪分析通常用于断路器的状态监测。其有效实施使得不引人注目的诊断方法,降低成本和增加安全性。传统的分析方法依赖于从轨迹的知识驱动,基于时间的特征的提取,然后通过专家系统进行诊断。许多公用事业公司依赖于跳闸线圈电流录像机内提供的自动特色提取功能。本文突出了潜在差断路器健康的标记,仅在依赖于这种基于时间的分析时才会错过。本文介绍并展示了专注于识别使用机器学习技术识别这种情况的补充的数据驱动方法。另外,当受到一些解释的基于电流的异常时,记录器的注意力被引起了录像机的不正确特征提取的敏感性。

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