DocumentCode :
3525594
Title :
Qualitative analysis of rotational modes within three dimensional empirical mode decomposition
Author :
Rehman, Naveed Ur ; Mandic, Danilo P.
Author_Institution :
Imperial Coll. London, London
fYear :
2009
fDate :
19-24 April 2009
Firstpage :
3449
Lastpage :
3452
Abstract :
An analysis of quaternion-valued intrinsic mode functions (IMFs) within three dimensional empirical mode decomposition is presented. This is achieved by using the delay vector variance (DVV) method, which examines the signal predictability in phase space to assess the determinism and nonlinearity within the signal. The study illustrates that the contribution of the first few IMFs contain information related to the stochastic/nonlinear signal nature, whereas the lower order IMFs are largely deterministic. The analysis is supported by simulation results on a quaternion signal composed of linear/nonlinear benchmark signals and on real world wind data.
Keywords :
signal processing; stochastic processes; delay vector variance; linear signal; nonlinear signal; qualitative analysis; quaternion-valued intrinsic mode function; rotational mode; stochastic signal; three dimensional empirical mode decomposition; Analytical models; Delay; Educational institutions; Quaternions; Signal analysis; Signal processing; Signal processing algorithms; Stochastic processes; Time frequency analysis; Vectors; Delay vector variance (DVV); Empirical mode decomposition (EMD); Intrinsic mode functions (IMFs); Quaternion signal processing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on
Conference_Location :
Taipei
ISSN :
1520-6149
Print_ISBN :
978-1-4244-2353-8
Electronic_ISBN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2009.4960367
Filename :
4960367
Link To Document :
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