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旋转机械升降速信号的瞬时频率估计
引用本文:梁玉前,秦树人,郭瑜.旋转机械升降速信号的瞬时频率估计[J].机械工程学报,2003,39(9):75-80.
作者姓名:梁玉前  秦树人  郭瑜
作者单位:重庆大学机械学院测试中心
基金项目:国家自然科学基金重点(50135050),教育部博士点基金(2000061112)
摘    要:旋转机械的升降速过程是一种非平稳过程,对其测试信号进行分析需要用时频分析方法,如短时傅里叶变换(STFT)及小波变换等方法。对于多分量信号,峰值搜索法经常被用来获取旋转机械在升降速过程中瞬时频率随时间变化的规律。但是,由于噪声和信号中邻近成分间的干扰,直接寻找的结果不能保证其精度和准确性。采用隐马尔可夫模型(Hidden markov models,HMM)进行去噪处理,极大地降低了噪声和干扰对峰值搜索结果的影响,明显提高了结果的精度。仿真试验表明该方法可以取得好的结果。

关 键 词:HMM  峰值搜索  时频分析  瞬时频率  
修稿时间:2002年11月14

INSTANTANEOUS FREQUENCY ESTIMATION OF RUN-UP OR RUN-DOWN SIGN OF ROTATING MACHINERY
Liang Yuqian Qin Shuren Guo Yu.INSTANTANEOUS FREQUENCY ESTIMATION OF RUN-UP OR RUN-DOWN SIGN OF ROTATING MACHINERY[J].Chinese Journal of Mechanical Engineering,2003,39(9):75-80.
Authors:Liang Yuqian Qin Shuren Guo Yu
Affiliation:Chongqing University
Abstract:Stages of run-up or run-down of rotating machinery are non-stationary. Then, the methods of time-frequency analysis, such as short-time Fourier transform,wavelet transform and so on, will be employed to analyze the corresponding test signals. To obtain the laws of the instantaneous frequency of multi-components signals during the run-up or run-down periods, the method based on peak search is widely used. However, the results through direct searching are often worse in precision, due to the interference of strong noise and adjacent components of signal. The hidden markov models are applied to solve the problem. Simulation indicated a better result could be obtained by the method based on HMM.
Keywords:HMM Time-frequency analysis Instantaneous frequency Peak search
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