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