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This project introduces a wearable, non-intrusive device for snoring detection and remediation, designed to be placed under or alongside a pillow. The device uses sensors and machine learning algorithms to detect snoring and employs gentle…

人机交互 · 计算机科学 2024-01-18 Andrew Ajemian , John Knight , Tommy Nguyen , John O'Connor

Study Objectives: Wrist accelerometry is widely used for inferring sleep-wake state. Previous works demonstrated poor wake detection, without cross-device generalizability and validation in different age range and sleep disorders. We…

Recently, growing health awareness, novel methods allow individuals to monitor sleep at home. Utilizing sleep sounds offers advantages over conventional methods like smartwatches, being non-intrusive, and capable of detecting various…

机器学习 · 计算机科学 2024-10-18 Shintaro Tamai , Masayuki Numao , Ken-ichi Fukui

Objective: To develop multisensor-wearable-device sleep monitoring algorithms that are robust to health disruptions affecting sleep patterns. Methods: We develop an unsupervised transfer learning algorithm based on a multivariate hidden…

Human cognitive performance is critical to productivity, learning, and accident avoidance. Cognitive performance varies throughout each day and is in part driven by intrinsic, near 24-hour circadian rhythms. Prior research on the impact of…

人机交互 · 计算机科学 2017-02-28 Tim Althoff , Eric Horvitz , Ryen W. White , Jamie Zeitzer

Sleep is an essential and vital element of a person life and health that helps to refresh and recharge the mind and body of a person. The quality of sleep is very important in every person lifestyle, removing various diseases. Bad sleep is…

其他计算机科学 · 计算机科学 2022-09-13 Abdur Rab Dhruba , Kazi Nabiul Alam , Md Shakib Khan , Sami Bourouis , Mohammad Monirujjaman Khan

Internet of Things (IoT) enabled wearable sensors for health monitoring are widely used to reduce the cost of personal healthcare and improve quality of life. The sleep apnea-hypopnea syndrome, characterized by the abnormal reduction or…

机器学习 · 计算机科学 2021-06-18 Arlene John , Barry Cardiff , Deepu John

SleepioTM is a digital mobile phone and web platform that uses techniques from cognitive behavioural therapy (CBT) to improve sleep in people with sleep difficulty. As part of this process, Sleepio captures data about the sleep behaviour of…

Sleep staging is essential for the assessment of sleep quality and the diagnosis of sleep-related disorders. Conventional polysomnography (PSG), while considered the gold standard, is intrusive, labor-intensive, and unsuitable for long-term…

信号处理 · 电气工程与系统科学 2026-04-21 Zhuo Diao , Yueting Li , Jianpeng Wang , Shengyu Guan , Xinwei Wang , Wenxiong Cui , Xin Shi , Tong Liu , Kailai Sun , Jingyu Wang , Dian Fan , Thomas Penzel

Sleep plays a vital role in our physical, cognitive, and psychological well-being. Despite its importance, long-term monitoring of personalized sleep quality (SQ) in real-world contexts is still challenging. Many sleep researches are still…

计算机与社会 · 计算机科学 2022-11-24 Wenbin Gan , Minh-Son Dao , Koji Zettsu

Monitoring fatigue is essential for improving safety, particularly for people who work long shifts or in high-demand workplaces. The development of wearable technologies, such as fitness trackers and smartwatches, has made it possible to…

Sleep is critical to human function, mediating factors like memory, mood, energy, and alertness; therefore, it is commonly conjectured that a good night's sleep is important for job performance. However, both real-world sleep behavior and…

人机交互 · 计算机科学 2021-02-26 Chunjong Park , Morelle Arian , Xin Liu , Leon Sasson , Jeffrey Kahn , Shwetak Patel , Alex Mariakakis , Tim Althoff

Neural wearables can enable life-saving drowsiness and health monitoring for pilots and drivers. While existing in-cabin sensors may provide alerts, wearables can enable monitoring across more environments. Current neural wearables are…

定量方法 · 定量生物学 2024-05-14 Ryan Kaveh , Carolyn Schwendeman , Leslie Pu , Ana C. Arias , Rikky Muller

Clinical-grade wearable sleep monitoring is a challenging problem since it requires concurrently monitoring brain activity, eye movement, muscle activity, cardio-respiratory features and gross body movements. This requires multiple sensors…

信号处理 · 电气工程与系统科学 2021-08-12 Soha Rostaminia , S. Zohreh Homayounfar , Ali Kiaghadi , Trisha L. Andrew , Deepak Ganesan

The ability to assess sleep at home, capture sleep stages, and detect the occurrence of apnea (without on-body sensors) simply by analyzing the radio waves bouncing off people's bodies while they sleep is quite powerful. Such a capability…

Sleep is a fundamental physiological process that is essential for sustaining a healthy body and mind. The gold standard for clinical sleep monitoring is polysomnography(PSG), based on which sleep can be categorized into five stages,…

机器学习 · 计算机科学 2021-11-22 Bing Zhai , Yu Guan , Michael Catt , Thomas Ploetz

In this paper, we first present a single-input, multiple-output convolutional neural network that can estimate both heart rate and respiration rate simultaneously by exploiting the underlying link between heart rate and respiration rate.…

信号处理 · 电气工程与系统科学 2022-03-24 Moyu Liu , Zihuai Lin , Pei Xiao , Wei Xiang

In this paper, we consider an intrusion detection application for Wireless Sensor Networks (WSNs). We study the problem of scheduling the sleep times of the individual sensors to maximize the network lifetime while keeping the tracking…

系统与控制 · 计算机科学 2014-03-25 Prashanth L. A. , Abhranil Chatterjee , Shalabh Bhatnagar

Cellular networks offer a unique opportunity to enable device-free and wide-area health monitoring by exploiting the sensitivity of radio-frequency (RF) propagation to human physiological activities. In this paper, we present the first…

网络与互联网体系结构 · 计算机科学 2026-03-04 Ruxin Lin , Peihao Yan , Jie Lu , Qijun Wang , Huacheng Zeng

Over the last decade there has been high interest in home sleep monitoring among research community and society. Smartphone-based sleep monitoring seems to be especially attractive. However, smartphone should be able to register…

信号处理 · 电气工程与系统科学 2019-05-08 Alexander Tataraidze , Roman Olesyuk , Mikhail Pikhletsky