首页> 美国卫生研究院文献>Sensors (Basel Switzerland) >Cost-Effective Reduced Envelope of the Stator Current via Synchronous Sampling for the Diagnosis of Rotor Asymmetries in Induction Machines Working at Very Low Slip
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Cost-Effective Reduced Envelope of the Stator Current via Synchronous Sampling for the Diagnosis of Rotor Asymmetries in Induction Machines Working at Very Low Slip

机译:通过同步采样以经济有效的方式减小定子电流的包络用于诊断极低滑差的感应电机中的转子不对称性

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摘要

Fault diagnosis of rotor asymmetries of induction machines (IMs) using the stator current relies on the detection of the characteristic signatures of the fault harmonics in the current spectrum. In some scenarios, such as large induction machines running at a very low slip, or unloaded machines tested offline, this technique may fail. In these scenarios, the fault harmonics are very close to the frequency of the fundamental component, and have a low amplitude, so that they may remain undetected, buried under the fundamental’s leakage, until the damage is severe. To avoid false positives, a proven approach is to search for the fault harmonics in the current envelope, instead of the current itself, because in this case the spectrum is free from the leakage of the fundamental. Besides, the fault harmonics appear at a very low frequency. Nevertheless, building the current spectrum is costly in terms of computing complexity, as in the case of the Hilbert transform, or hardware resources, as in the need for simultaneously sampling three stator currents in the case of the extended current Park’s vector approach (EPVA). In this work, a novel method is proposed to avoid this problem. It is based on sampling a phase current just twice per current cycle, with a fixed delay with respect to its zero crossings. It is shown that the spectrum of this reduced set of current samples contains the same fault harmonics as the spectrum of the full-length current envelope, despite using a minimal amount of computing resources. The proposed approach is cost-effective, because the computational requirements for building the current envelope are reduced to less than 1% of those required by other conventional methods, in terms of storage and computing time. In this way, it can be implemented with low-cost embedded devices for on-line fault diagnosis. The proposed approach is introduced theoretically and validated experimentally, using a commercial induction motor with a broken bar under different load and supply conditions. Besides, the proposed approach has been implemented on a low-cost embedded device, which can be accessed on-line for remote fault diagnosis.
机译:使用定子电流对感应电机(IM)的转子不对称进行故障诊断取决于对电流谱中故障谐波的特征信号的检测。在某些情况下,例如以极低的滑差运行的大型感应电机,或经过脱机测试的空载电机,此技术可能会失败。在这些情况下,故障谐波非常接近基波成分的频率,并且振幅很低,因此它们可能一直未被检测到,埋在基波成分的泄漏下,直到严重损坏为止。为了避免误报,一种行之有效的方法是在电流包络中而不是电流本身中搜索故障谐波,因为在这种情况下,频谱没有基波泄漏。此外,故障谐波以非常低的频率出现。然而,就计算复杂度而言,如希尔伯特变换或硬件资源一样,建立当前频谱是昂贵的,而对于扩展电流Park的矢量方法(EPVA),则需要同时采样三个定子电流。在这项工作中,提出了一种新颖的方法来避免此问题。它基于每个电流周期仅对相电流采样两次,并且相对于其过零具有固定的延迟。结果表明,尽管使用了最少的计算资源,但是这组减少的电流样本的频谱包含与全长电流包络的频谱相同的故障谐波。提议的方法具有成本效益,因为用于构建当前信封的计算要求降低到小于 1 存储和计算时间。这样,可以用低成本嵌入式设备来实现在线故障诊断。所提出的方法是在理论上引入的,并在实验上进行了验证,使用了带有感应棒的商用感应电动机,它在不同的负载和供电条件下均断线。此外,所提出的方法已经在低成本的嵌入式设备上实现,该设备可以在线访问以进行远程故障诊断。

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