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基于数据驱动的变压器直流偏置下在线监测数据有效性评估方法

Validity Evaluation Method Based on Data Driving for On-Line Monitoring Data of Transformer under DC-Bias.

作者信息

He Yuanda, Zhou Qi, Lin Sheng, Zhao Liping

机构信息

School of Electrical Engineering, Southwest Jiaotong University, Chengdu 611756, China.

出版信息

Sensors (Basel). 2020 Aug 3;20(15):4321. doi: 10.3390/s20154321.

Abstract

The DC-bias monitoring device of a transformer is easily affected by external noise interference, equipment aging, and communication failure, which makes it difficult to guarantee the validity of monitoring data and causes great problems for future data analysis. For this reason, this paper proposes a validity evaluation method based on data driving for the on-line monitoring data of a transformer under DC-bias. First, the variation rule and threshold range of monitoring data for neutral point DC, vibration, and noise of the transformer under different working conditions are obtained through statistical analysis. Then, the data validity criterion of DC bias monitoring data is proposed to achieve a comprehensive evaluation of data validity based on data threshold, continuity, impact, and correlation. In addition, case studies are carried out on the real measured data of the DC bias magnetic monitoring system of a regional power grid by using this evaluation method. The results show that the proposed method can systematically and comprehensively evaluate the validity of the DC bias monitoring data and can judge whether the monitoring device fails to a certain extent.

摘要

变压器的直流偏磁监测装置容易受到外部噪声干扰、设备老化和通信故障的影响,这使得难以保证监测数据的有效性,并给未来的数据分析带来很大问题。为此,本文针对直流偏磁下变压器的在线监测数据,提出了一种基于数据驱动的有效性评估方法。首先,通过统计分析得到变压器在不同工况下中性点直流、振动和噪声监测数据的变化规律和阈值范围。然后,提出直流偏磁监测数据的数据有效性准则,基于数据阈值、连续性、冲击性和相关性实现对数据有效性的综合评估。此外,利用该评估方法对某区域电网直流偏磁监测系统的实测数据进行了案例分析。结果表明,该方法能够系统、全面地评估直流偏磁监测数据的有效性,并能在一定程度上判断监测装置是否故障。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba5f/7684472/f1170e1af8af/sensors-20-04321-g001.jpg

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