Apnea is a sleep disorder that stops or reduces airflow for a short time during sleep. Sleep
apnea may last for a few seconds and happen for many while sleeping. This reduction in …

The scoring of sleep stages is one of the essential tasks in sleep analysis. Since a manual
procedure requires considerable human and financial resources, and incorporates some …

The classification of sleep stages is an important process. However, this process is time-
consuming, subjective, and error-prone. Many automated classification methods use …

Background and objective: Single-channel EEG is the most popular choice of sensing
modality in sleep staging studies, because it widely conforms to the sleep staging …

Sleep is a vital process of our daily life as we roughly spend one-third of our lives asleep. In
order to evaluate sleep quality and potential sleep disorders, sleep stage classification is a …

Human sleep is cyclical with a period of approximately 90 minutes, implying long temporal
dependency in the sleep data. Yet, exploring this long-term dependency when developing …

Series arc fault is the main cause of electrical fire. Because of the complex load types and
the randomness of arc fault in low-voltage distribution system, it is difficult to obtain fault data …

Since EEG signal acquisition is non-invasive and portable, it is convenient to be used for
different applications. Recognizing emotions based on Brain-Computer Interface (BCI) is an …

Sleep staging is the essential step in sleep quality assessment and sleep disorders
diagnosis. However, most current automatic sleep staging approaches use recurrent neural …

Automatic sleep stage classification is an effective technology compared to conventional
artificial visual inspection in the field of sleep staging. Numerous algorithms based on …