DocumentCode :
2580747
Title :
Nonlinear changes in evoked potentials during recovery from hypoxic-ischemic injury
Author :
Sherman, David L. ; Hinich, Melvin J. ; Hanley, Daniel F. ; Thakor, Nitish V.
Author_Institution :
Dept. of Biomed. Eng., Johns Hopkins Univ., Baltimore, MD, USA
Volume :
4
fYear :
1998
fDate :
29 Oct-1 Nov 1998
Firstpage :
2046
Abstract :
Evoked potential (EP) recordings remain a sensitive indicator of the cerebral response to episodes of brain injury. Previous investigations focused primarily on power and spectral (Fourier) indicators of injury. These parameters are derived from second order statistics. Nonlinear changes also occur after the induction of hypoxic-ischemic (HI) injury. These alterations may be captured using higher order statistics such as the bicorrelation or third order cumulants. Higher order statistics are able to accurately capture signal shape changes due to phase alterations. The H-statistic examines the size of the lagged terms of the third order cumulant. Large H-statistics reveal embedded quadratic nonlinearities. Additionally, this statistic operates on single evoked potentials. In an animal model of HI injury we show that the baseline evoked potential morphology maintains a high degree of nonlinearity. More than one third of these baseline cases have high H-statistics (p>.95). After recovery from HI injury, the H-statistic shows a uniform distribution where an expected 5% of the cases adopt this probability value. H-statistic changes reveal a distinctive loss of nonlinear character after HI injury
Keywords :
Volterra series; electroencephalography; higher order statistics; medical signal processing; nonlinear filters; probability; somatosensory phenomena; time series; SEP; Volterra filter; animal model; baseline evoked potential morphology; bicorrelation; brain injury episodes; cerebral response; embedded quadratic nonlinearities; evoked potentials; higher order statistics; hypoxic-ischemic injury recovery; inverse filtering; nonlinear changes; nonlinear quadratic filter; phase alterations; probability value; signal shape changes; size of lagged terms; third order cumulants; uniform distribution; Animals; Coherence; Delay; Filters; Frequency; Higher order statistics; Injuries; Morphology; Shape; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 1998. Proceedings of the 20th Annual International Conference of the IEEE
Conference_Location :
Hong Kong
ISSN :
1094-687X
Print_ISBN :
0-7803-5164-9
Type :
conf
DOI :
10.1109/IEMBS.1998.747008
Filename :
747008
Link To Document :
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