31 research outputs found
Multifractal characteristics of external anal sphincter based on sEMG signals
This work presents the application of Multifractal Detrended Fluctuation
Analysis for the surface electromyography signals obtained from the patients
suffering from rectal cancer. The electrical activity of an external anal
sphincter at different levels of medical treatment is considered. The results
from standard MFDFA and the EMD--based MFDFA method are compared. Two distinct
scaling regions were identified. Within the region of short time scales the
calculated spectra exhibit the shift towards higher values of the singularity
exponent for both methods. In addition obtained spectra are shifted towards the
lower values of singularity exponent for the EMD--based MFDFA.Comment: 10 pages, 6 figures, 2 table
The distribution of information for sEMG signals in the rectal cancer treatment process
The electrical activity of external anal sphincter can be registered with
surface electromyography. This signals are known to be highly complex and
nonlinear. This work aims in characterisation of the information carried in the
signals by harvesting the concept of information entropy. We will focus of two
classical measures of the complexity. Firstly the Shannon entropy is addressed.
It is related to the probability spectrum of the possible states. Secondly the
Spectral entropy is described, as a simple frequency-domain analog of the
time-domain Shannon characteristics. We discuss the power spectra for separate
time scales and present the characteristics which can represent the dynamics of
electrical activity of this specific muscle group. We find that the rest and
maximum contraction states represent rather different spectral characteristic
of entropy, with close-to-normal contraction and negatively skewed rest state.Comment: 6 pages, 5 figures, 1 tabl