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TEM apparent resistivity imaging for grounding grid detection using artificial neural network

机译:使用人工神经网络的TEM视电阻率成像技术用于接地网检测

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Transient electromagnetic (TEM) method is a reliable means of non-destructive testing for fault diagnosis of grounding grid in substation. In view of the small transmitter loop of the TEM system and many measuring points and survey lines of grounding grid detection in substation. This study presents a fast solution to TEM apparent resistivity imaging for grounding grid detection using artificial neural networks. The input -output mapping relation of neural network is established based on TEM response characteristics of the grounding grid. The built network could map the recorded TEM data of grounding grid detection and quickly obtain the resistivity image. The proposed method offers accuracy and fast computation for the resistivity imaging of grounding grid. Feasibility and technical attractiveness of the proposed method in fast imaging of apparent resistivity is investigated with the measurement of grounding grids in the actual substations. It can be used in real time so that the recorded TEM data in substation can be calculated without re-training, which avoids time-consuming inversion computation. The rapid processing of massive data and submitting the detection results of the grounding grid to customers rapidly and in real time, which is expectation for a modern power industry.
机译:瞬变电磁(TEM)方法是变电站接地网故障诊断的可靠无损检测手段。鉴于TEM系统的变送器回路很小,并且变电站的接地网检测有许多测量点和测量线。这项研究为使用人工神经网络的接地网检测提供了TEM视电阻率成像的快速解决方案。根据接地网的TEM响应特性,建立了神经网络的输入输出映射关系。建立的网络可以映射记录的接地网检测的TEM数据,并快速获得电阻率图像。该方法为接地网的电阻率成像提供了准确和快速的计算方法。通过测量实际变电站中的接地网,研究了该方法在视电阻率快速成像中的可行性和技术吸引力。它可以实时使用,因此无需重新训练就可以计算变电站中记录的TEM数据,从而避免了费时的反演计算。快速处理海量数据并将接地网的检测结果快速实时地提交给客户,这是现代电力行业的期望。

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