中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
BANDWIDTH EMPIRICAL MODE DECOMPOSITION AND ITS APPLICATION

文献类型:期刊论文

作者Xie, Qiwei; Xuan, Bo; Peng, Silong; Li, Jianping; Xu, Weixuan; Han, Hua,
刊名International Journal of Wavelets, Multiresolution and Information Processing
出版日期2008
卷号6(6)期号:6页码:777-798 (SCI)
关键词Intrinsic Mode Function (IMF) / Empirical Mode Decomposition (EMD) / sifting algorithm / instantaneous frequency
通讯作者Li, Jianping
英文摘要There are some methods to decompose a signal into different components such as: Fourier decomposition and wavelet decomposition. But they have limitations in some aspects. Recently, there is a new signal decomposition algorithm called the Empirical Mode Decomposition (EMD) Algorithm which provides a powerful tool for adaptive multiscale analysis of nonstationary signals. Recent works have demonstrated that EMD has remarkable effect in time series decomposition, but EMD also has several problems such as scale mixture and convergence property. This paper proposes two key points to design Bandwidth EMD to improve on the empirical mode decomposition algorithm. By analyzing the simulated and actual signals, it is confirmed that the Intrinsic Mode Functions (IMFs) obtained by the bandwidth criterion can approach the real components and reflect the intrinsic information of the analyzed signal. In this paper, we use Bandwidth EMD to decompose electricity consumption data into cycles and trend which help us recognize the structure rule of the electricity consumption series.
WOS标题词Science & Technology ; Technology ; Physical Sciences
类目[WOS]Computer Science, Software Engineering ; Mathematics, Interdisciplinary Applications
研究领域[WOS]Computer Science ; Mathematics
关键词[WOS]SELF-ORGANIZING MAPS ; ECONOMIC TIME-SERIES ; HILBERT SPECTRUM ; FILTERS ; CYCLES ; TRENDS
收录类别SCI
语种英语
WOS记录号WOS:000261393700001
源URL[http://ir.ia.ac.cn/handle/173211/9688]  
专题类脑智能研究中心_微观重建与智能分析
推荐引用方式
GB/T 7714
Xie, Qiwei,Xuan, Bo,Peng, Silong,et al. BANDWIDTH EMPIRICAL MODE DECOMPOSITION AND ITS APPLICATION[J]. International Journal of Wavelets, Multiresolution and Information Processing,2008,6(6)(6):777-798 (SCI).
APA Xie, Qiwei,Xuan, Bo,Peng, Silong,Li, Jianping,Xu, Weixuan,&Han, Hua,.(2008).BANDWIDTH EMPIRICAL MODE DECOMPOSITION AND ITS APPLICATION.International Journal of Wavelets, Multiresolution and Information Processing,6(6)(6),777-798 (SCI).
MLA Xie, Qiwei,et al."BANDWIDTH EMPIRICAL MODE DECOMPOSITION AND ITS APPLICATION".International Journal of Wavelets, Multiresolution and Information Processing 6(6).6(2008):777-798 (SCI).

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