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Motor fault diagnosis method and device, storage medium and electronic equipment

A fault diagnosis and storage medium technology, applied in the fields of storage media and electronic equipment, devices, and motor fault diagnosis methods, can solve problems such as inaccurate fault diagnosis results, and achieve the effect of efficient fault diagnosis results and accurate descriptions

Pending Publication Date: 2021-05-07
GREE ELECTRIC APPLIANCES INC +1
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] In view of the above problems, this application provides a motor fault diagnosis method, device, storage medium and electronic equipment, which solves the technical problem of inaccurate fault diagnosis results in related technologies due to the use of single-domain feature extraction

Method used

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  • Motor fault diagnosis method and device, storage medium and electronic equipment
  • Motor fault diagnosis method and device, storage medium and electronic equipment
  • Motor fault diagnosis method and device, storage medium and electronic equipment

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0043] figure 1 A schematic flow chart of a motor fault diagnosis method provided in the embodiment of the present application, as shown in figure 1 As shown, this method includes:

[0044] S101. Collect vibration signals of the motor to be tested.

[0045] S102. Sampling the vibration signal to obtain a vibration signal sample set.

[0046] S103. Extract vibration features in the vibration signal sample set to obtain a vibration feature sample set.

[0047] In step S103, the vibration features include time-domain features, frequency-domain features and time-frequency features.

[0048] S104. Input the vibration feature sample set into the pre-trained diagnosis model to obtain a diagnosis result.

[0049] It should be noted that the entire diagnosis process of this application does not require the electrical equipment to which the motor belongs to be disassembled. At the same time, time-domain characteristics, frequency-domain characteristics and multi-domain characteristi...

Embodiment 2

[0103] Based on the motor fault diagnosis method disclosed in the above-mentioned embodiments of the present invention, figure 2 Specifically disclosed is a motor fault diagnosis device applying the motor fault diagnosis method.

[0104] Such as figure 2 As shown, the embodiment of the present invention discloses a motor fault diagnosis device, which includes:

[0105] Acquisition unit 201, for collecting the vibration signal of the motor to be tested;

[0106] A sampling unit 202, configured to sample the vibration signal to obtain a vibration signal sample set;

[0107] An extraction unit 203, configured to extract vibration features in the vibration signal sample set to obtain a vibration feature sample set; wherein the vibration features include time-domain features, frequency-domain features, and time-frequency features;

[0108] The diagnosis unit 204 is configured to input the vibration feature sample set into a pre-trained diagnosis model to obtain a diagnosis res...

Embodiment 3

[0112] This embodiment also provides a computer-readable storage medium, such as flash memory, hard disk, multimedia card, card-type memory (for example, SD or DX memory, etc.), random access memory (RAM), static random access memory (SRAM), only Read memory (ROM), electrically erasable programmable read-only memory (EEPROM), programmable read-only memory (PROM), magnetic memory, magnetic disk, optical disk, server, App application store, etc., on which computer programs are stored, When the computer program is executed by the processor, the method steps as in Embodiment 1 can be implemented, and this embodiment will not be repeated here.

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Abstract

The invention relates to the technical field of fault diagnosis, in particular to a motor fault diagnosis method and device, a storage medium and electronic equipment, and solves the problem that a fault diagnosis result is inaccurate due to the adoption of single-domain feature extraction in related technologies. The method comprises the following steps: collecting a vibration signal of a to-be-tested motor; sampling the vibration signal to obtain a vibration signal sample set; extracting vibration features in the vibration signal sample set to obtain a vibration feature sample set, wherein the vibration features comprise a time domain feature, a frequency domain feature and a time frequency feature; and inputting the vibration characteristic sample set into a pre-trained diagnosis model to obtain a diagnosis result. According to the invention, fault diagnosis is carried out in a mode of extracting the multi-domain features, the performance degradation degree of the motor equipment can be accurately described, and an accurate fault diagnosis result can be efficiently obtained.

Description

technical field [0001] The present application relates to the technical field of fault diagnosis, in particular to a motor fault diagnosis method, device, storage medium and electronic equipment. Background technique [0002] With the continuous development of my country's social economy and the continuous improvement of people's living standards, various household appliances continue to enter people's lives, bringing people great convenience. However, as people's demand for electrical equipment continues to grow, while bringing huge business opportunities to electrical equipment, it also puts forward higher requirements for ensuring the normal operation of electrical equipment. For example, for electrical equipment including motors, due to the inevitable aging and wear of the motors, the performance of the electrical equipment will deteriorate or even lose its working ability. When electrical equipment fails, the traditional manual troubleshooting method requires experts t...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/00G06K9/62G06N3/12G01M13/00
CPCG06N3/126G01M13/00G06F2218/08G06F2218/12G06F18/2411
Inventor 邹佳悦宋德超贾巨涛蒋朵拉张伟伟
Owner GREE ELECTRIC APPLIANCES INC
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