Development of Personalized Sleep Induction System based on Mental States

12/12/2022
by   Young-Seok Kweon, et al.
0

Sleep is an essential behavior to prevent the decrement of cognitive, motor, and emotional performance and various diseases. However, it is not easy to fall asleep when people want to sleep. There are various sleep-disturbing factors such as the COVID-19 situation, noise from outside, and light during the night. We aim to develop a personalized sleep induction system based on mental states using electroencephalogram and auditory stimulation. Our system analyzes users' mental states using an electroencephalogram and results of the Pittsburgh sleep quality index and Brunel mood scale. According to mental states, the system plays sleep induction sound among five auditory stimulation: white noise, repetitive beep sounds, rainy sound, binaural beat, and sham sound. Finally, the sleep-inducing system classified the sleep stage of participants with 94.7 percent and stopped auditory stimulation if participants showed non-rapid eye movement sleep. Our system makes 18 participants fall asleep among 20 participants.

READ FULL TEXT
research
12/13/2021

Possibility of Sleep Induction using Auditory Stimulation based on Mental States

Sleep has a significant role to maintain our health. However, people hav...
research
04/29/2019

Towards a Passive BCI to Induce Lucid Dream

Lucid dreaming (LD) is a phenomenon during which the person is aware tha...
research
09/26/2018

Co-sleep: Design for workplace based wellness program to raise awareness of sleep deprivation

Sleep deprivation is a public health issue. A lack of sleep not only har...
research
01/17/2020

Personalized Sleep Parameters Estimation from Actigraphy: A Machine Learning Approach

Background: The current gold standard for measuring sleep is polysomnogr...
research
09/09/2021

Memory semantization through perturbed and adversarial dreaming

Classical theories of memory consolidation emphasize the importance of r...
research
01/17/2020

Toward Personalized Sleep-Wake Prediction from Actigraphy

Actigraphy offers a low-cost alternative to conventional polysomnography...

Please sign up or login with your details

Forgot password? Click here to reset