DocumentCode :
3524399
Title :
Simulink-based sleep apnea screening model for portable diagnosis
Author :
Ang, Kian H. ; Xu, Yuanda ; Khandoker, Ahsan H.
Author_Institution :
Melbourne Sch. of Eng., Univ. of Melbourne, Melbourne, VIC, Australia
fYear :
2009
fDate :
7-10 Dec. 2009
Firstpage :
201
Lastpage :
206
Abstract :
Obstructive sleep apnea (OSA) is a common sleeping disorder resulting in the temporary blockage of the upper airways that can lead to increased hypertension and risk to other cardiovascular diseases. Most sleep apnea cases currently remain undiagnosed due to cost and resource limitations of overnight polysomnography at sleep laboratories. In this project, we demonstrate a Simulink-based, modular and reprogrammable hardware system model design for portable home monitoring of sleep apnea syndromes. Diagnosis is achieved using a novel screening algorithm developed in our earlier projects based on wavelet analysis and feed-forward neural networks, which only requires an input of an overnight single lead ECG recording. Preliminary results indicate that the hardware implementation of our Simulink model produces the equivalent output as the novel algorithm. The componentized nature of the hardware system design allows for rapid deployment of progressively improving ECG-based algorithms to diagnose OSA. This would be a step toward addressing the serious public health issue caused by the under-diagnosis of sleep apnea.
Keywords :
biomedical equipment; electrocardiography; feedforward neural nets; medical disorders; medical signal processing; patient diagnosis; wavelet transforms; Simulink model; cardiovascular diseases; feedforward neural networks; hardware system design; hypertension; obstructive sleep apnea; overnight polysomnography; portable diagnosis; portable home monitoring; single lead ECG recording; sleep apnea screening model; sleeping disorder; wavelet analysis; Algorithm design and analysis; Cardiovascular diseases; Costs; Feedforward systems; Hardware; Hypertension; Laboratories; Monitoring; Sleep apnea; Wavelet analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP), 2009 5th International Conference on
Conference_Location :
Melbourne, VIC
Print_ISBN :
978-1-4244-3517-3
Electronic_ISBN :
978-1-4244-3518-0
Type :
conf
DOI :
10.1109/ISSNIP.2009.5416803
Filename :
5416803
Link To Document :
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