变分非线性单分量 Chirp 模态提取及其在电机轴承诊断中的应用
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TH17

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国家自然科学基金(51675405)、陕西省自然科学基础研究计划(2023-JC-YB-298)项目资助


Variational nonlinear single chirp mode extraction and its application in bearing fault diagnosis of motors
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    摘要:

    变频驱动下旋转机械设备的振动信号具有调制成分复杂、涉及频带较宽和噪声干扰严重等问题,造成与故障相关的单 分量调制成分提取困难。 为此,提出了一种新的变分非线性单分量 chirp 模态提取(VNSCME)方法,建立单个目标模态解调频 带最窄与残余分量能量最小组合约束的变分优化模型,迭代提取特定的单分量非线性调制成分。 预设一个有关目标模态瞬时 频率的先验知识,VNSCME 能够独立地提取出特定的单分量调制成分并准确估计其瞬时频率。 与现有研究相比,VNSCME 具有 不受时频分布分辨率限制、初始化简单和计算效率高的特点。 将 VNSCME 与阶次跟踪技术相结合,应用于变频驱动电机轴承 故障诊断。 分别对仿真和实测的故障振动信号进行处理,结果显示瞬时转频估计的相对误差低于 0. 76% ,提取单个目标模态的 计算时间低于 11. 9 s,验证了所提方法的有效性。

    Abstract:

    Vibration signals of rotating machinery driven by the variable-frequency converter have the characteristics of complex modulation components, wide frequency bands involved, and serious noise interference. It is difficult to extract the mono-component modulation components related to faults. To address these issues, a new variational nonlinear single chirp mode extraction (VNSCME) method is proposed, which formulates a variational optimization model with the combination constraints of the narrowest demodulation frequency band of a single target mode and the minimum energy of the residual component. A specific mono-component nonlinear modulation component is extracted by iteration. By being preset a priori knowledge about the instantaneous frequency of the target mode, VNSCME can independently extract the specific mono-component modulation component and accurately estimate its instantaneous frequency. Compared with the existing researches, VNSCME has advantages of without the resolution limitation of time-frequency distribution, simple initialization and high computational efficiency. The combination of VNSCME and order tracking is applied to the bearing fault diagnosis of the motor driven by variable-frequency converter. The simulated and measured fault vibration signals are processed respectively, and the results indicate that the relative error of instantaneous rotating frequency estimation is less than 0. 76% , and the calculation time for extracting a single target mode is less than 11. 9 s, verifying the effectiveness of the proposed method.

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蒋婷婷,张 庆,张钧深,魏晓晗.变分非线性单分量 Chirp 模态提取及其在电机轴承诊断中的应用[J].仪器仪表学报,2023,44(2):266-277

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  • 在线发布日期: 2023-07-07
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