Introduction Clinicians believe that maladaptive sleep-related factors such as inactivity
during daytime, excessive time spent in bed, poor exposure to light, and high stress level …

World Health Organization (WHO) states that approximately 1.3 million of people die every
year because of road traffic crashes. Microsleep is one of the factors of traffic crashes and …

A deep learning model, named IITNet, is proposed to learn intra-and inter-epoch temporal
contexts from raw single-channel EEG for automatic sleep scoring. To classify the sleep …

Sleep, as the basis for regular body functioning, can affect human health. Poor sleep
conditions can lead to various physical ailments, such as poor immunity, memory loss, slow …

Brief fragments of sleep shorter than 15 s are defined as microsleep episodes (MSEs), often
subjectively perceived as sleepiness. Their main characteristic is a slowing in frequency in …

Abstract Study Objectives Microsleep episodes (MSEs) are brief episodes of sleep, mostly
defined to be shorter than 15 s. In the electroencephalogram (EEG), MSEs are mainly …

Brief episodes of momentarily falling asleep-microsleeps-can have fatal consequences,
especially in the transportation sector. In this study, the EEG data of eight subjects, while …

Microsleeps are brief and involuntary instances of complete loss of sleep-related
consciousness. We present a novel approach of creating overlapping clusters of subjects …

A microsleep is a brief lapse in performance due to an involuntary sleep-related loss of
consciousness. These episodes are of particular importance in occupations requiring …

Sleep is crucial for both the physical and mental well-being of human life. As the sleep
pattern varies in every individual, it is essential to develop a methodology that enables us to …