Speed and Accuracy Trade-off ANN/SVM Based Sleep Apnea Detection with FPGA Implementation
During sleep, some people experience breathing difficulties, leading to a condition known
as sleep apnoea, which can result in suffocation. This study focuses on detecting sleep …
as sleep apnoea, which can result in suffocation. This study focuses on detecting sleep …
Sleep Apnea detecting based on ECG and EEG signals using Discrete Wavelet Transform and Artificial Neural Network
Sleep apnea is a severe sleep disorder that happens when breathing stops and starts
during slumber. If it goes untreated, it can cause serious health problems. In recent years …
during slumber. If it goes untreated, it can cause serious health problems. In recent years …
[HTML][HTML] Real-Time Obstructive Sleep Apnea Detection from Raw ECG and SpO2 Signal Using Convolutional Neural Network
Obstructive sleep apnea is a sleep disorder that is linked with many health complications
and severe form of apnea can even be lethal. Overnight polysomnography is the gold …
and severe form of apnea can even be lethal. Overnight polysomnography is the gold …
[HTML][HTML] ECG and SpO2 signal-based real-time sleep apnea detection using feed-forward artificial neural network
Sleep apnea (SA) is a common sleep disorder characterized by respiratory disturbance
during sleep. Polysomnography (PSG) is the gold standard for apnea diagnosis, but it is time …
during sleep. Polysomnography (PSG) is the gold standard for apnea diagnosis, but it is time …
Clinical practice for diagnostic causes for obstructive sleep apnea using artificial intelligent neural networks
Sleep apnea is a serious sleep disorder phenomena which happens when a person's
breathing is paused during sleep. The most common diagnostic technique that is used to …
breathing is paused during sleep. The most common diagnostic technique that is used to …
Detection of sleep apnea from electrocardiogram and pulse oximetry signals using random forest
J Zhu, A Zhou, Q Gong, Y Zhou, J Huang, Z Chen - Applied Sciences, 2022 - mdpi.com
Sleep apnea (SA) is a common sleep disorder which could impair the human physiological
system. Therefore, early diagnosis of SA is of great interest. The traditional method of …
system. Therefore, early diagnosis of SA is of great interest. The traditional method of …
Detection of obstructive sleep apnea using deep neural network
Sleep apnea is a serious sleep disorder phenomena that occurs when a person's breathing
is interrupted during sleep. The most common diagnostic technique that is used to deal with …
is interrupted during sleep. The most common diagnostic technique that is used to deal with …
Ensemble of deep learning models for sleep apnea detection: an experimental study
Sleep Apnea is a breathing disorder occurring during sleep. Older people suffer most from
this disease. In-time diagnosis of apnea is needed which can be observed by the application …
this disease. In-time diagnosis of apnea is needed which can be observed by the application …
Energy efficient deep learning inference embedded on FPGA for sleep apnea detection
Sleep apnea is a type of disorder caused by the absence of breathing for a specific period of
time coupled with a significant decrease in the blood oxygen saturation level. The …
time coupled with a significant decrease in the blood oxygen saturation level. The …
A sleep apnea detection system based on a one-dimensional deep convolution neural network model using single-lead electrocardiogram
HY Chang, CY Yeh, CT Lee, CC Lin - Sensors, 2020 - mdpi.com
Many works in recent years have been focused on developing a portable and less
expensive system for diagnosing patients with obstructive sleep apnea (OSA), instead of …
expensive system for diagnosing patients with obstructive sleep apnea (OSA), instead of …