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Electric reactor fault diagnosis method

A technology of fault diagnosis and reactor, which is applied in the direction of instruments, measuring devices, and measuring ultrasonic/sonic/infrasonic waves, etc. It can solve the problems of false modes, inability to guarantee the accuracy of signal decomposition, and the decline of recognition accuracy, so as to ensure accuracy, The effect of suppressing the modal aliasing phenomenon

Inactive Publication Date: 2019-08-30
STATE GRID JIANGSU ELECTRIC POWER CO LTD MAINTENANCE BRANCH +1
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AI Technical Summary

Problems solved by technology

EMD is fully adaptive, but it lacks a mathematical theoretical basis, and has problems such as endpoint effects, over-envelope, under-envelope, and false modes, which cannot guarantee the accuracy of signal decomposition
When using FCMC to classify samples, if the difference between the samples is not large, it will lead to a decline in recognition accuracy.

Method used

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  • Electric reactor fault diagnosis method
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Embodiment Construction

[0023] In order to better understand the essence of the present invention, the present invention will be further described below in conjunction with specific embodiments and accompanying drawings.

[0024] Such as figure 1 Shown is a flowchart of a reactor fault diagnosis method provided by the present invention, including the following steps:

[0025] Step 1: Decompose the vibration signal of the reactor to obtain multiple IMF components;

[0026] Lumped empirical mode decomposition (Ensemble empirical modedecomposition, EEMD) is performed on reactor vibration signals in various states, and EEMD adaptively decomposes nonlinear and non-stationary multi-mode signals into several single The intrinsic mode function (IMF) component of the mode and a residual term make use of the statistical characteristics of Gaussian white noise with uniform frequency distribution to make up for the discontinuous defect of the mode and ensure the accuracy of the mode decomposition.

[0027] Ste...

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PUM

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Abstract

The invention discloses an electric reactor fault diagnosis method. The method comprises the following steps: decomposing a vibration signal of an electric reactor, and obtaining M IMF components; selecting several IMF components as data source for fault feature extraction; constructing fault feature quantity through the selected IMF components; and diagnosing an electric reactor fault state in combination with a kernel clustering algorithm. The method provided by the invention can improve accuracy of fault diagnosis.

Description

technical field [0001] The invention relates to a reactor fault diagnosis method, which belongs to the field of electric equipment state detection and fault diagnosis. [0002] Background technique: [0003] Reactor is one of the key substation equipment for the normal operation of the power transmission and transformation system. Its operational reliability affects the safety and service life of the entire system. Therefore, the monitoring and fault diagnosis of reactors play a very important role in the field of mechanical fault diagnosis. [0004] In recent years, the Hilbert-Huang transform based on Empirical Mode Decomposition (EMD) proposed by Huang et al. has been widely used in the time-frequency localization analysis of mechanical vibration signals, and achieved good results. EMD is fully self-adaptive, but it lacks a mathematical theoretical basis, and has problems such as endpoint effects, over-envelope, under-envelope, and false modes, which cannot guarantee the a...

Claims

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Application Information

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IPC IPC(8): G01H17/00G06K9/00
CPCG01H17/00G06F2218/08G06F2218/12
Inventor 姜宁田涛郝宝欣朱超赵若妤马宏忠杭峰
Owner STATE GRID JIANGSU ELECTRIC POWER CO LTD MAINTENANCE BRANCH
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