DocumentCode
333247
Title
Generalized algorithm of detection and classification in uterine electromyography signal
Author
Khalil, Mohamad ; Duchêne, Jacques ; Marque, Catherine
Author_Institution
Univ. of Technol. of Troyes, France
Volume
5
fYear
1998
fDate
28 Oct-1 Nov 1998
Firstpage
2658
Abstract
In this paper, we present a method of detection and classification of events well adapted to uterine EMG processing. A multidimensional method of detection will be presented. It is based on the sequential computation of the likelihood ratio after signal decomposition on pertinent scales using wavelet transform. Hypothesis rejection is achieved using variance covariance matrices computed from the scales. This approach leads to different detection and isolation delays, the former being defined by the detection threshold, the latter depending on the estimation time of the covariance matrix. This method is adaptive and allows event detection without necessarily returning to the null hypothesis H0. It has been applied on uterine EMG and gives satisfactory results in both detection and classification
Keywords
covariance matrices; electromyography; maximum likelihood detection; medical signal detection; medical signal processing; multidimensional signal processing; obstetrics; patient monitoring; signal classification; signal representation; wavelet transforms; EMG signal processing; adaptive method; detection delays; detection threshold; events classification; events detection; generalized algorithm; hypothesis rejection; isolation delays; likelihood ratio; matrix estimation time; multidimensional method; patient monitoring; pertinent scales; pregnancy; recursive calculation; sequential computation; signal decomposition; signal representation; uterine EMG signal; variance covariance matrices; wavelet transform; Covariance matrix; Delay estimation; Electromyography; Event detection; Fetus; Frequency; Multidimensional systems; Pregnancy; Signal resolution; Wavelet transforms;
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.1998.745171
Filename
745171
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