DocumentCode :
380883
Title :
Automatic sleep scoring based on modular rule-based reasoning units and signal processing units
Author :
Oh, Jung-Su ; Park, Hae-Jeong ; Seo, Jin-Woo ; Park, Kwang-Suk
Author_Institution :
Coll. of Medicine, Seoul Nat. Univ., South Korea
Volume :
2
fYear :
2001
fDate :
2001
Firstpage :
1699
Abstract :
Sleep stage scoring is laborious and requires much expertise. So using expert system for automatic sleep scoring systems is desirable. In this study, we have designed and implemented a multi-staged rule-based reasoning system with augmented functions using communications among RBRU (rule-based reasoning unit). With RBRU not having sufficient information, the unit is designed to ask the previous RBRU and SPU(signal processing unit) to provide more information. With brief information only, the RBRU can score sleep stage with efficiency and exactness in simple cases. If this brief information is not sufficient, additional information tossed from previous unit is combined for enhancing accuracy of sleep stage scoring.
Keywords :
case-based reasoning; electroencephalography; electromyography; explanation; medical expert systems; medical signal processing; sleep; EEG channel; EOG; augmented functions; automatic sleep stage scoring; case-based system; electromyogram; expert system; hybrid system; modular rule-based reasoning; multi-staged rule-based reasoning system; polysomnography; signal processing unit; single epoch reasoning; Biomedical engineering; Biomedical signal processing; Diseases; Educational institutions; Expert systems; Information analysis; Medical diagnostic imaging; Medical expert systems; Signal processing; Sleep;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2001. Proceedings of the 23rd Annual International Conference of the IEEE
ISSN :
1094-687X
Print_ISBN :
0-7803-7211-5
Type :
conf
DOI :
10.1109/IEMBS.2001.1020543
Filename :
1020543
Link To Document :
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