DocumentCode
1291703
Title
Artifact reduction in magnetoneurography based on time-delayed second-order correlations
Author
Ziehe, Andreas ; Müller, Klaus-Robert ; Nolte, Guido ; Mackert, Bruno-Marcel ; Curio, Gabriel
Author_Institution
GMD FIRST, Berlin, Germany
Volume
47
Issue
1
fYear
2000
fDate
1/1/2000 12:00:00 AM
Firstpage
75
Lastpage
87
Abstract
Artifacts in magnetoneurography data due to endogenous biological noise sources, like the cardiac signal, can be four orders of magnitude higher than the signal of interest. Therefore, it is important to establish effective artifact reduction methods. We propose a blind source separation algorithm using only second-order temporal correlations for cleaning biomagnetic measurements of evoked responses in the peripheral nervous system. The algorithm showed its efficiency by eliminating disturbances originating from biological and technical noise sources and successfully extracting the signal of interest. This yields a significant improvement of the neuro-magnetic source analysis
Keywords
adaptive signal processing; biomagnetism; decorrelation; higher order statistics; interference suppression; medical signal processing; neurophysiology; artifact reduction; biomagnetic measurements; blind source separation algorithm; cardiac signal; decorrelation; endogenous biological noise sources; evoked responses; higher-order moments; independent component analysis; linear algebra; magnetoneurography; neuro-magnetic source analysis; peripheral nervous system; second-order temporal correlations; time-delayed second-order correlations; Biological information theory; Biomagnetics; Biomedical imaging; Biomedical measurements; Blind source separation; Independent component analysis; Magnetic analysis; Magnetic separation; Nervous system; Signal processing algorithms;
fLanguage
English
Journal_Title
Biomedical Engineering, IEEE Transactions on
Publisher
ieee
ISSN
0018-9294
Type
jour
DOI
10.1109/10.817622
Filename
817622
Link To Document