Adaptive signal decomposition based on local narrow band signals

被引:63
作者
Peng, Silong [1 ]
Hwang, Wen-Liang [2 ,3 ]
机构
[1] Chinese Acad Sci, Inst Automat, Beijing, Peoples R China
[2] Acad Sinica, Inst Informat Sci, Taipei, Taiwan
[3] Kainan Univ, Dept Digital Technol, Tao Yuan, Taiwan
关键词
adaptive signal decomposition; embedded mode decomposition; time-frequency analysis;
D O I
10.1109/TSP.2008.917360
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 [电气工程]; 0809 [电子科学与技术];
摘要
We propose an operator-based method of adaptive signal decomposition, whereby a local narrow band signal is defined in the null space of a singular local linear operator. Based on the definition and the algorithm, we propose two types of local narrow band signals and two singular operator estimation methods for adaptive signal decomposition. We show that our approach can solve a special case of Huang et al.'s empirical-mode decomposition algorithm. For signals that cannot be resolved by our method or the empirical-mode decomposition algorithm, we propose a hybrid approach. Conceptually, the approach applies the empirical-mode decomposition algorithm, followed by our algorithms. Our experiments show that the proposed hybrid approach can solve a wide range of complex signals effectively.
引用
收藏
页码:2669 / 2676
页数:8
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