Fault feature enhancement of gearbox in combined machining center by using adaptive cascade stochastic resonance  被引量:6

Fault feature enhancement of gearbox in combined machining center by using adaptive cascade stochastic resonance

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作  者:LI Bing LI JiMeng HE ZhengJia 

机构地区:[1]State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an 710049, China

出  处:《Science China(Technological Sciences)》2011年第12期3203-3210,共8页中国科学(技术科学英文版)

基  金:supported by the National Basic Research Program of China ("973" Program) (Grant No. 2011CB706805);the National Natural Science Foundation of China (Grant No. 51035007)

摘  要:The difficulty to select the best system parameters restricts the engineering application of stochastic resonance (SR). An adaptive cascade stochastic resonance (ACSR) is proposed in the present study. The proposed method introduces correlation theory into SR, and uses correlation coefficient of the input signals and noise as a weight to construct the weighted signal-to-noise ratio (WSNR) index. The influence of high frequency noise is alleviated and the signal-to-noise ratio index used in traditional SR is improved accordingly. The ACSR with WSNR can obtain optimal parameters adaptively. And it is not necessary to predict the exact frequency of the target signal. In addition, through the secondary utilization of noise, ACSR makes the signal output waveforrn smoother and the fluctuation period more obvious. Simulation example and engineering application of gearbox fault diagnosis demonstrate the effectiveness and feasibility of the proposed method.

关 键 词:stochastic resonance ADAPTIVE weighted signal-to-noise ratio feature enhancement combined machining center 

分 类 号:TP273.2[自动化与计算机技术—检测技术与自动化装置] U472.41[自动化与计算机技术—控制科学与工程]

 

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