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METHOD FOR FAULT DIAGNOSIS USING A FAULT DIAGNOSIS MODEL TRAINED BY VIRTUAL DATA

机译:基于虚拟数据训练的故障诊断模型的故障诊断方法

摘要

There is provided a method, an electronic device and computer readable storage medium for fault diagnosis. The method comprises: obtaining, based on a signal associated with a motion of a component of a gearbox(101), indications of motion characteristics of the component; detecting a component fault occurred in the component based on the indications using a fault diagnosis model(212), the fault diagnosis model(212) characterizing correlations between a plurality of indications of the motion characteristics of the component and related faults; and detecting a gearbox(101) fault occurred in the gearbox(101) based on the component fault. There is provided a method for fault diagnosis that can be implemented easily and reliably. A method of training a fault diagnosis model(212) based on a virtual signal(304) is provided as well. The virtual signal(304) is created by combining two existing signals such that healthy data and/or faulty data for training the fault diagnosis model(212) are expanded.
机译:本发明提供了一种用于故障诊断的方法、电子设备和计算机可读存储介质。该方法包括:基于与齿轮箱(101)的部件的运动相关联的信号,获取该部件的运动特性的指示;使用故障诊断模型(212)基于指示检测部件中发生的部件故障,该故障诊断模型(212)表征部件运动特性的多个指示与相关故障之间的相关性;以及基于所述部件故障检测齿轮箱(101)中发生的齿轮箱(101)故障。本发明提供了一种易于实现且可靠的故障诊断方法。还提供了一种基于虚拟信号(304)训练故障诊断模型(212)的方法。通过组合两个现有信号来创建虚拟信号(304),从而扩展用于训练故障诊断模型(212)的健康数据和/或故障数据。

著录项

  • 公开/公告号WO2022036689A1

    专利类型

  • 公开/公告日2022-02-24

    原文格式PDF

  • 申请/专利权人 ABB SCHWEIZ AG;SUN HEQING;LIU ZHANCHI;

    申请/专利号WO2020CN110515

  • 发明设计人 SUN HEQING;LIU ZHANCHI;

    申请日2020-08-21

  • 分类号G01M13/028;G01M13/021;G05B23/02;

  • 国家 CN

  • 入库时间 2022-08-24 23:45:12

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