Knowledge Management System of Institutes of Science and Development ,CAS
BANDWIDTH EMPIRICAL MODE DECOMPOSITION AND ITS APPLICATION | |
Xie, QW; Xuan, BA; Peng, SL; Li, JP; Xu, WX; Han, H | |
发表期刊 | INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING |
关键词 | Intrinsic Mode Function (Imf) Empirical Mode Decomposition (Emd) Sifting Algorithm Instantaneous Frequency |
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 e.ect 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. |
2008 | |
卷号 | 6期号:6页码:22,777-798 |
ISSN | 0219-6913 |
学科领域 | Computer Science, Software Engineering ; Mathematics, Interdisciplinary Applications |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000261393700001 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.casisd.cn/handle/190111/4704 |
专题 | 中国科学院科技政策与管理科学研究所(1985年6月-2015年12月) |
推荐引用方式 GB/T 7714 | Xie, QW,Xuan, BA,Peng, SL,et al. BANDWIDTH EMPIRICAL MODE DECOMPOSITION AND ITS APPLICATION[J]. INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING,2008,6(6):22,777-798. |
APA | Xie, QW,Xuan, BA,Peng, SL,Li, JP,Xu, WX,&Han, H.(2008).BANDWIDTH EMPIRICAL MODE DECOMPOSITION AND ITS APPLICATION.INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING,6(6),22,777-798. |
MLA | Xie, QW,et al."BANDWIDTH EMPIRICAL MODE DECOMPOSITION AND ITS APPLICATION".INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING 6.6(2008):22,777-798. |
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