Title :
A continuous evaluation of the awake sleep state using fuzzy reasoning
Author :
Álvarez-Estévez, D. ; Fernández-Pastoriza, J.M. ; Moret-Bonillo, V.
Author_Institution :
Fac. of Comput. Sci., Univ. of A Coruna, A Coruna, Spain
Abstract :
Sleep staging is one of the most important tasks on the context of sleep studies. From more than 40 years the gold standard to the characterization of patient´s sleep is the use of the rules proposed by Rechtschaffen and Kales (R&K). However this method has the limitation of the unnatural assignment of discrete stages instead of doing it in a continuous manner. As part of a more general framework, this paper reports an automatic method for the characterization of the R&K´s awake sleep stage through the use of fuzzy reasoning. A continuous evolution of the wakefulness state of the patient during the night is provided as output.
Keywords :
fuzzy reasoning; sleep; R&K rules; Rechtschaffen and Kales rules; awake sleep state; fuzzy reasoning; sleep staging; wakefulness state; Algorithms; Artificial Intelligence; Diagnosis, Computer-Assisted; Fuzzy Logic; Humans; Polysomnography; Reproducibility of Results; Sensitivity and Specificity; Sleep Stages; Wakefulness;
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2009.5333728