Traction motor fault diagnosis method and device

A traction motor and fault diagnosis technology, which is applied in the direction of measuring devices, motor generator testing, measuring electricity, etc., can solve the problems of increasing equipment maintenance costs, faults, time-consuming and labor-intensive detection, etc.

Active Publication Date: 2020-05-29
CSR ZHUZHOU ELECTRIC LOCOMOTIVE RES INST
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AI Technical Summary

Problems solved by technology

At present, the fault diagnosis of traction motor bearings mainly includes vibration signal analysis method and temperature signal analysis method, and the vibration signal and temperature signal analysis method requires additional vibration acceleration sensors and temperature sensors, as well as related analysis and diagnosis equipment, which not only increases equipment m

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  • Traction motor fault diagnosis method and device
  • Traction motor fault diagnosis method and device
  • Traction motor fault diagnosis method and device

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Embodiment Construction

[0049] This application provides a traction motor fault diagnosis method and device, which are applied to such as figure 1 The fault diagnosis module in the traction motor fault diagnosis system shown, the traction motor fault diagnosis system includes: an acquisition module 10, a fault diagnosis module 11 and a fault output module 12, wherein the acquisition module 10 is used for real-time acquisition of bearing fault diagnosis Parameters and stator coil insulation fault diagnosis parameters, the bearing fault diagnosis parameters include: fault harmonic pulse spectrum index, motor speed, motor torque and current signal, the stator coil insulation fault diagnosis parameters include dimensionality reduction eigenvector, motor speed and motor torque; the fault diagnosis module 11 is used to call the preset gradient boosting tree model and the preset fuzzy clustering model to carry out fault diagnosis of traction motor bearing and stator coil insulation, and the fault output modu...

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Abstract

The invention provides a traction motor fault diagnosis method and device. The method is applied to a traction motor fault diagnosis system. In the method, a train traction motor is used as an object,on the premise of not additionally arranging a sensor and not additionally carrying out equipment transformation on a train traction system, and by utilizing the bearing fault diagnosis parameter andthe stator coil insulation fault diagnosis parameter of the traction motor, a preset gradient boosting tree model and a preset fuzzy clustering model are respectively called to realize fault diagnosis of a traction motor bearing and fault diagnosis of stator coil insulation, thereby reducing the fault diagnosis cost of the traction motor.

Description

technical field [0001] The present application relates to the technical field of motor fault diagnosis, in particular to a traction motor fault diagnosis method and device. Background technique [0002] With the wide application of rail trains, in electric railway rolling stock, the traction motor is the core component to realize the conversion of electrical energy and mechanical energy, and undertakes the important task of power output in the operation of rolling stock, which has great influence on the operating efficiency and safety of railway rolling stock. important influence. Operation practice shows that the operating conditions of rail train traction motors are complex and changeable. impact, it is easy to cause the traction motor to fail. Once the traction motor breaks down, it will affect the driving order and cause heavy economic losses, or lead to safety accidents and endanger personal safety. [0003] According to the survey results, 40% of traction motor fail...

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Application Information

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IPC IPC(8): G01R31/34G01R31/12G01M13/04G06K9/00G06K9/62
CPCG01R31/34G01R31/1227G01M13/04G06F2218/08G06F2218/12G06F18/23G06F18/2135G06F18/24323G01R31/52G01R31/343B60L3/12B60L3/0061B60L15/025
Inventor 冯江华刘勇徐海龙朱文龙梅文庆戴计生
Owner CSR ZHUZHOU ELECTRIC LOCOMOTIVE RES INST
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