中国机械工程 ›› 2015, Vol. 26 ›› Issue (17): 2290-2296.

• 机械基础工程 • 上一篇    下一篇

基于微分算子的局部特征尺度分解方法及其应用

吴占涛1;程军圣1;李宝庆1;郑近德2   

  1. 1. 湖南大学汽车车身先进设计制造国家重点实验室,长沙,410082
    2.安徽工业大学,马鞍山,243032
  • 出版日期:2015-09-10 发布日期:2015-09-14
  • 基金资助:
    国家自然科学基金资助项目(51375152);湖南省科技计划资助项目(2014WK3005) 

Local Characteristic-scale Decomposition Method Based on Differential Operator and Its Applications

Wu Zhantao1;Cheng Junsheng1;Li Baoqing1;Zheng Jinde2   

  1. 1.State key Laboratory of Advanced Design and Manufacture for Vehicle Body,Hunan University,Changsha,410082
    2.Anhui University of Technology,Ma'anshan,Anhui,243002
  • Online:2015-09-10 Published:2015-09-14
  • Supported by:
    National Natural Science Foundation of China(No. 51375152);Hunan Provincial Science and Technology program ( No. 2014WK3005)

摘要:

针对局部特征尺度分解(LCD)方法在目标信号所含频率分量较接近时分解能力降低,易出现模态混淆现象,从而导致内禀尺度分量失去原有物理意义的问题,提出了基于微分算子的局部特征尺度分解(DOLCD)。DOLCD在对目标信号进行分解前,先将目标信号进行一阶微分,则在频率比一定的情况下,可提升分解能力及抑制模态混淆能力。研究了DOLCD方法的原理,通过仿真信号模型将DOLCD与LCD的分解能力进行对比分析,结果表明,DOLCD方法在提高分解能力,抑制模态混淆等方面具有一定的优越性,并将DOLCD方法应用于转子不对中故障的诊断,结果表明该方法有效。

关键词: 局部特征尺度分解, 微分算子, 故障诊断, 内禀尺度分量, 转子

Abstract:

A novel non-stationary signal method differential operator based LCD(DOLCD) was proposed for improving the LCD method, of which, when the target signal contained components with frequencies close to each other, the decomposition ability was decreased, mode mixing phenomenon would easily occur and the physical meaning of intrinsic scale components decomposed were lost. A differential operator was used to differentiate the target signal in time domain, then the differentiated target signal was decomposed with DOLCD, then in the certain frequency ratio, the decomposition ability was enhanced, and the mode mixing was inhibited. The paper firstly studied the theory of DOLCD, then simulation experiments were used to compare the decomposition ability of DOLCD with LCD. The results indicate that DOLCD is more efficient in improving the decomposition ability, and inhibiting the mode mixing than LCD. Finally, the proposed method was applied to diagnose the rotor with misalignment faults successfully which indicated the effectiveness of DOLCD.

Key words: local characteristic-scale decomposition(LCD), differential operator, fault diagnosis, intrinsic scale component(ISC), rotor

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