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A novel automatic pulse segmentation approach and its application in PD-induced electromagnetic wave detection

机译:一种新颖的自动脉冲分割方法及其在局部放电诱发的电磁波检测中的应用

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摘要

As one of the most effective detection methods for partial discharge (PD), analysis of the radiated electromagnetic (EM) signals detected by ultra high frequency (UHF) sensor has gained broad attentions. However, the main bottlenecks for this method are probably the massive storage requirements and various noise interferences. Therefore, this paper is focused on investigating a new pulse segmentation technique, which is capable of separating PD pulses from noisy measured data to save the storage space and improve the signal noise ratio (SNR). First, a designed average multi-scale morphological dilate-erode filter (AMMDEF) is developed to obtain the smooth envelope shape of PD pulses. Then, instantaneous phase (IP) of the envelope shape is calculated by the Hilbert Transform (HT) and further smoothed using AMMDEF. Finally, a robust IP based boundary identification criterion (IPBIC) is proposed to accurately extract PD pulses from raw data. Various experiments have been carried out and results show that this method could achieve an average detection error rate (DER) at 0.1375 and an average absolute precision error (APE) at 23.1 ns respectively, even the SNR of signal is as low as 0 dB. Superiority of the developed method over traditional pulse segmentation techniques is also demonstrated.
机译:作为最有效的局部放电(PD)检测方法之一,对超高频(UHF)传感器检测到的辐射电磁(EM)信号的分析已引起广泛关注。但是,此方法的主要瓶颈可能是庞大的存储需求和各种噪声干扰。因此,本文专注于研究一种新的脉冲分割技术,该技术能够从嘈杂的测量数据中分离出PD脉冲,从而节省了存储空间并提高了信噪比(SNR)。首先,开发了一种设计的平均多尺度形态学膨胀-腐蚀滤波器(AMMDEF),以获得PD脉冲的平滑包络形状。然后,通过希尔伯特变换(HT)计算包络形状的瞬时相位(IP),并使用AMMDEF对其进行进一步平滑。最后,提出了一种鲁棒的基于IP的边界识别标准(IPBIC),可从原始数据中准确提取PD脉冲。进行了各种实验,结果表明,即使信号的信噪比低至0 dB,该方法也可以分别实现0.1375的平均检测错误率(DER)和23.1 ns的平均绝对精度误差(APE)。还证明了所开发的方法优于传统脉冲分割技术的优势。

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