Filter Bank Construction with Complementary Frequency-Band Feature Fusion for Variable-Speed Bearing Fault Diagnosis
编号:81 访问权限:仅限参会人 更新:2026-09-23 19:26:05 浏览:0次 张贴报告

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摘要
Variable-speed operation changes the frequency locations and response distributions of fault-related components, making frequency-domain features extracted from different vibration records difficult to compare consistently. To address this issue, this paper develops a bearing fault diagnosis method based on filter bank construction and complementary frequency-band feature fusion. Frequency ranges that remain persistently active within individual training records and recur across different records are identified and aggregated into a bandpass filter bank. The resulting filter bank remains fixed during testing, providing a common frequency reference for different vibration records. Within the retained bands, band contribution ratio, centered band contrast, and raw-envelope impact consistency are extracted to characterize different aspects of the vibration response. These complementary frequency-band features are fused into a compact representation for diagnostic classification, yielding a consistent frequency-band representation across different variable-speed conditions.
关键词
特征融合,轴承故障诊断,变转速工况,滤波器组,频带特征
报告人
Hongan Wu
Ph.D. Wuhan University of Science and Technology

稿件作者
Xiaoju Li Wuhan University of Science and Technology
Rui Yuan Wuhan University of Science and Technology
Yong Lv Wuhan University of Science and Technology
Hongan Wu Wuhan University of Science and Technology
Yaohui Li Wuhan University of Science and Technology
Lin Xu Wuhan University of Science and Technology
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重要日期
  • 会议日期

    11月06日

    2026

    至

    11月08日

    2026

  • 10月15日 2026

    初稿截稿日期

主办单位
IEEE Instrumentation and Measurement Society
承办单位
Sichuan University
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