|
|
Study on rotating machinery fault diagnosis method based on envelopes fitting algorithms EMD |
SHI Pei-ming,WANG Jing,WEN Jiang-tao,TIAN Guang-jun |
Institute of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei 066004, China |
|
|
Abstract Aiming at the problems of the end effects and the overshoot and undershoot during envelope fitting in empirical mode decomposition, a new method is proposed by using piecewise Hermite interpolation to solve the overshoot and undershoot problems.Combining with the extreme point extension window function, the end effects problem is solved based on slope re-optimization.The results are that the envelope fitting is optimized, the IMFs are more accurate, the Hilbert spectrum and boundary spectrum are also more accurate by Hilbert transform and finally the quality of EMD algorithm is improved.The simulations and the rolling bearing fault diagnosis case show that the new method has a good effect and can effectively diagnose rotating machinery faults.
|
Received: 09 September 2014
Published: 10 December 2015
|
|
Corresponding Authors:
pei-ming shi
E-mail: spm@ysu.edu.cn
|
|
|
|
[1]Huang N E, Shen Z, Long S R, et al. The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis[J]. Proceedings of the Royal Society London A, 1998, 454: 903-995.
[2]刘彬,蒋金水,于伟凯. EMD相关度去噪及其在轧机信号处理中的应用[J]. 计量学报, 2009, 30(1): 73-77.
[3]谢平, 王欢, 杜义浩.基于EMD和Wigner-Ville分布的机械故障诊断方法研究[J]. 计量学报, 2010, 31(5): 390-394.
[4]时培明, 李庚, 韩东颖.基于改进EMD的旋转机械耦合故障诊断方法研究[J].中国机械工程, 2013, 24(17): 2367-2372.
[5]Chen Q, Huang N, Riemenschneider S, et al.A B-Spline Approach for Empirical Mode Decompositions[J]. Advances in Computational Mathematics (S1019-7168), 2006, 24(1): 171-195.
[6]时培明,李庚,韩冬颖,等.基于延拓和窗函数的端点效应改进方法[J].计量学报, 2013, 34(5): 491-496.
[7]沈路, 周晓军, 张志刚, 等.Hilbert-Huang变换中的一种端点延拓方法[J].振动与冲击, 2009, 28(8): 168-174.
[8]时培明, 丁雪娟, 李庚,等.一种EMD改进方法及其在旋转机械故障诊断中的应用[J].振动与冲击,2013, 32(4): 185-190.
[9]程军圣, 于德介, 杨宇.基于支持矢量回归机的Hilbert-Huang变换端点效应问题的处理方法[J].机械工程学报, 2006, 42(4): 23-31.
[10]方琨, 王渝, 马利兵,等.基于RO-SBM的Hilbert-Huang变换端点效应抑制方法[J].振动、测试与诊断, 2013, 33(2): 919-324.
[11]丁雪娟, 时培明.基于延拓与可变余弦窗的经验模态分解改进算法研究[J].振动与冲击, 2014, 33(3): 170-176. |
|
|
|