Application of the improved generalized demodulation time-frequency analysis method to multi-component signal decomposition

被引:27
作者
Cheng, Junsheng [1 ,2 ]
Yang, Yu [1 ,2 ]
Yu, Dejie [1 ,2 ]
机构
[1] Hunan Univ, State Key Lab Adv Design & Mfg Vehicle Body, Changsha 410082, Hunan, Peoples R China
[2] Hunan Univ, Coll Mech & Vehicle Engn, Changsha 410082, Hunan, Peoples R China
基金
中国博士后科学基金; 美国国家科学基金会;
关键词
Generalized demodulation; Instantaneous frequency; Maximal overlap discrete wavelet packet transform; Multi-component signal; Phase function; HILBERT-HUANG TRANSFORM; WATER-WAVES; SPECTRUM; PROJECTIONS;
D O I
10.1016/j.sigpro.2009.01.004
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
080906 [电磁信息功能材料与结构]; 082806 [农业信息与电气工程];
摘要
The generalized demodulation time-frequency analysis approach is a novel signal processing method, which is suitable for processing non-stationary signals, especially for processing amplitude-modulated and frequency-modulated (AM-FM) signals. The novelty of this method is that the signal whose time-frequency distributions are curved paths can be transformed into that whose time-frequency distributions are linear paths paralleling time axis by using generalized demodulation. Furthermore, the generalized demodulated signal can be decomposed into a number of mono-component signals whose instantaneous frequencies have physical meaning through the use of the maximal overlap discrete wavelet packet transform (MODWPT). Therefore, the complete time-frequency distributions of the original signal can be obtained. However, the generalized demodulation time-frequency analysis method fails to provide the time domain waveform of each mono-component signal. In this paper, aiming at the multicomponent AM-FM signal, each mono-component signal of which only has single-sided spectra, the improvement to the generalized demodulation time-frequency analysis approach has been made and the improved method is introduced into certain multicomponent AM-FM signal decomposition. The analysis results demonstrate that the validity of the proposed approach. In addition, the estimation of the phase function that is key step in the generalized demodulation time-frequency analysis approach is also discussed. (c) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:1205 / 1215
页数:11
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