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分量形成方式对奇异值分解信号处理效果的影响
  • 期刊名称:上海交通大学学报, 45(3), pp 368-374, 2011 (EI收录:2011181395
  • 时间:0
  • 分类:TN911.7[电子电信—通信与信息系统;电子电信—信息与通信工程]
  • 作者机构:[1]华南理工大学机械与汽车工程学院,广州510640
  • 相关基金:国家自然科学基金资助项目(50875086); 中央高校基本科研业务费专项资金资助项目(2009ZM0287); 广州市科技计划项目(2008J1-C101)
  • 相关项目:多分辨奇异值分解理论及其在信号处理与故障诊断中的应用
中文摘要:

针对奇异值分解后分量信号的形成方式,研究了简便法和平均法的信号处理效果差异,根据Hankel矩阵的特点,提出了一种简单的求平均算法.证明了2种方式都可将原始信号分解为一系列分量信号的线性叠加,并提出一个损失率参量来评价其分解效果.研究结果表明:对于正弦信号,2种方式的信号处理效果相同;对于变频信号,平均法优于简便法;2种方式都可从轴承复杂振动信号中提取到因滚道损伤而引起的调制特征,但平均法计算量大.除变频信号外,对于一般信号,推荐使用简便法.

英文摘要:

Aimed at the formation manner of component signal in singular value decomposition(SVD),the difference of signal processing effect between the simple manner and the average manner was studied.Firstly,for the average manner,a convenient algorithm to get the average of matrix elements is proposed according to the characteristic of Hankel matrix.Secondly,it is proved that the original signal can be decomposed into the linear sum of a series of component signals by SVD with both manners,and a parameter called loss ratio is proposed to evaluate the signal processing effect of both manners.The studying results show that for sine signals,there is no difference between the processing effects of the two manners,while for frequency change signals,the average manner has the advantage of the simple one,however,both manners have extracted the modulated signal caused by the damage in roll track from the complicated vibration signal of a bearing,but the computation amount of the average manner is much larger than that of the simple one.It is recommended that except frequency change signal,for other common signals the simple method should be prior used.

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