Packets-to-prediction: An unobtrusive mechanism for identifying coarse-grained sleep patterns with wifi mac layer traffic

D Jaisinghani, N Phutela - Sensors, 2023 - mdpi.com
A good night's sleep is of the utmost importance for the seamless execution of our cognitive
capabilities. Unfortunately, the research shows that one-third of the US adult population is …

Sleepmore: Inferring sleep duration at scale via multi-device wifi sensing

C Zakaria, G Yilmaz, PM Mammen, M Chee… - Proceedings of the …, 2023 - dl.acm.org
The availability of commercial wearable trackers equipped with features to monitor sleep
duration and quality has enabled more useful sleep health monitoring applications and …

[PDF][PDF] SleepMore: inferring sleep duration at scale via multi-device WiFi sensing.(2022)

C ZAKARIA, G YILMAZ, P MAMMEN… - Proceedings of the … - ink.library.smu.edu.sg
Sleep is essential to one's physical, emotional, and mental health. The National Sleep
Foundation (NSF) recommends between 7 to 9 hours as appropriate for adults to maintain …

Wisleep: inferring sleep duration at scale using passive wifi sensing

PM Mammen, C Zakaria, T Molom-Ochir… - arXiv preprint arXiv …, 2021 - arxiv.org
Sleep deprivation is a public health concern that significantly impacts one's well-being and
performance. Sleep is an intimate experience, and state-of-the-art sleep monitoring …

Toss'n'turn: smartphone as sleep and sleep quality detector

JK Min, A Doryab, J Wiese, S Amini… - Proceedings of the …, 2014 - dl.acm.org
The rapid adoption of smartphones along with a growing habit for using these devices as
alarm clocks presents an opportunity to use this device as a sleep detector. This adds value …

[PDF][PDF] WiSleep: Scalable sleep monitoring and analytics using passive WiFi sensing

PM Mammen, C Zakaria, T Molom-Ochir… - arXiv preprint arXiv …, 2021 - researchgate.net
Sleep deprivation is a public health concern that significantly impacts one's well-being and
performance. Sleep is an intimate experience, and state-of-the-art sleep monitoring …

Multi-night at-home evaluation of improved sleep detection and classification with a memory-enhanced consumer sleep tracker

S Ghorbani, HA Golkashani, NIYN Chee… - Nature and Science …, 2022 - Taylor & Francis
Purpose To evaluate the benefits of applying an improved sleep detection and staging
algorithm on minimally processed multi-sensor wearable data collected from older …

Sleepy: Wireless channel data driven sleep monitoring via commodity WiFi devices

Y Gu, Y Zhang, J Li, Y Ji, X An… - IEEE Transactions on Big …, 2018 - ieeexplore.ieee.org
Sleep is a major event of our daily lives. Its quality constitutes a critical indicator of people's
health conditions, both mentally and physically. Existing sensor-based or vision-based sleep …

A contactless and fine-grained sleep monitoring system leveraging WiFi channel response

Y Gu, C Zhang, Y Wang, Z Liu, Y Ji… - ICC 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
How can we effectively log a fine-grained sleep record consisting of still postures and in-
place motions for the sleep disorder diagnosis without any specialized hardware? Existing …

Predicting Sleeping Quality Using Convolutional Neural Networks

VRK Sathish, WL Woo, ESL Ho - International Conference on …, 2022 - Springer
Identifying sleep stages and patterns is an essential part of diagnosing and treating sleep
disorders. With the advancement of smart technologies, sensor data related to sleeping …