经验模态分解(Empirical Mode Decomposition)

算法工具箱

工具箱下载地址
- G.Rilling个人网址
- Rilling G, Flandrin P, Goncalves P. On empirical mode decomposition and its algorithms[C]//IEEE-EURASIP workshop on nonlinear signal and image processing. NSIP-03, Grado (I), 2003, 3(3): 8-11. 论文地址
国立中央大学数据分析方法研究中心

多元经验模态分解Multivariate Empirical Mode Decomposition
MEMD 的python 实现
二元经验模态分解 Bivariate Empirical Mode Decomposition

参见函数Rilling G工具箱的函数cemdc2_fix，bivariate_EMD_illustration为海洋漂流位置信号的应用。 G-Rilling EMD工具箱
Bidimensional Multivariate Empirical Mode Decomposition
Fast and Adaptive Multivariate and Multidimensional EMD
Robust Empirical Mode Decomposition (REMD)
Complex Empirical Mode Decomposition(CEMD)

[1] Rehman and D. P. Mandic, "Multivariate Empirical Mode Decomposition", Proceedings of the Royal Society A, 2010
[2] G. Rilling, P. Flandrin and P. Goncalves, "On Empirical Mode Decomposition and its Algorithms", Proc of the IEEE-EURASIP Workshop on Nonlinear Signal and Image Processing, NSIP-03, Grado (I), June 2003
[3] N. E. Huang et al., "A confidence limit for the Empirical Mode Decomposition and Hilbert spectral analysis", Proceedings of the Royal Society A, Vol. 459, pp. 2317-2345, 2003
[4] Rilling G, Flandrin P, Gonçalves P, et al. Bivariate empirical mode decomposition[J]. IEEE signal processing letters, 2007, 14(12): 936-939.
[5] Dandan Peng, Zhiliang Liu, Yaqiang Jin, Yong Qin. Improved EMD with a Soft Sifting Stopping Criterion and Its Application to Fault Diagnosis of Rotating Machinery. Journal of Mechanical Engineering. 55 (10): 122-132, 2019.
[6] Zhiliang Liu, Yaqiang Jin, Ming J. Zuo, and Zhipeng Feng. Time-frequency representation based on robust local mean decomposition for multi-component AM-FM signal analysis. Mechanical Systems and Signal Processing. 95: 468-487, 2017.
[7]. Tanaka, T. and D.P. Mandic, Complex Empirical Mode Decomposition. IEEE Signal Processing Letters, 2007. 14(2): p. 101-104. link