Title :
A novel approach of fast and adaptive bidimensional empirical mode decomposition
Author :
Bhuiyan, Sharif M A ; Adhami, Reza R. ; Khan, Jesmin F.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Alabama, Huntsville, AL
fDate :
March 31 2008-April 4 2008
Abstract :
Bidimensional empirical mode decomposition (BEMD) techniques are associated with high computation time and other artifacts because of the application of two dimensional (2D) scattered data interpolation methods. In this paper, order statistics filters are employed to get the upper and lower envelopes in the BEMD process, instead of the surface interpolation. Based on the achieved characteristics of the proposed approach, it is considered as fast and adaptive BEMD (FABEMD). Simulation results demonstrate that besides reducing the computation time, FABEMD outperforms the original BEMD in terms of the quality in some cases.
Keywords :
filtering theory; image processing; statistical analysis; BEMD; FABEMD; bidimensional empirical mode decomposition; order statistics filter; Application software; Computational modeling; Data analysis; Filters; Interpolation; Scattering; Signal processing; Statistics; Time frequency analysis; Time sharing computer systems; Bidimensional empirical mode decomposition (BEMD); envelope estimation; order-statistics filter;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2008.4517859