Connectionists: Fast code for multivariate empirical mode decomposition (MEMD)
Danilo P. Mandic
d.mandic at imperial.ac.uk
Fri Mar 25 11:47:37 EDT 2011
Dear All,
the following link may be of interest to the Connectionists community
http://www.commsp.ee.ic.ac.uk/~mandic/research/emd.htm
If you click on the 'Matlab' icon, you can download the Matlab code for
multivariate EMD (MEMD), which is now up to 10 times faster. There are
also some supporting *.m and *.mat files.
MEMD extends the concept of single channel EMD, and allows you to
simultaneously perform decomposition into oscillatory and AM/FM modes of
any number of data channels - for instance you can use it to perform a
simultaneous data-driven time-frequency analysis of a number of EEG
channels.
The multivariate IMFs have common oscillatory modes across all the data
channels, which facilitates both artifact removal and data/feature
fusion across the data channels.
At the link above, there are articles using this method to analyse/fuse
EEG, body motion from multiple 3D inertial bodysensors, and perform
fusion of visual/thermal images and 'out of focus' image fusion.
Enjoy
Danilo
--
Dr Danilo P. Mandic
Department of Electrical and Electronic Engineering
Imperial College London, United Kingdom
Phone: +44 (0)207 594 6271
www.commsp.ee.ic.ac.uk/~mandic
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