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Continuous, ubiquitous monitoring through wearable sensors has the potential to collect useful information about users' context. Heart rate is an important physiologic measure used in a wide variety of applications, such as fitness tracking…

机器学习 · 计算机科学 2019-12-20 Nutta Homdee , Mehdi Boukhechba , Yixue W. Feng , Natalie Kramer , John Lach , Laura E. Barnes

Consumer-grade smartwatches offer a new personalized health monitoring option for general consumers globally as cardiovascular diseases continue to prevail as the leading cause of global mortality. The development and validation of reliable…

人机交互 · 计算机科学 2025-12-04 Jathushan Kaetheeswaran , Boyi Ma , Ali Abedi , Milad Lankarany , Shehroz Khan

Physical activity patterns can be informative about a patient's health status. Traditionally, activity data have been gathered using patient self-report. However, these subjective data can suffer from bias and are difficult to collect over…

统计方法学 · 统计学 2022-02-08 Emily Huang , Kebin Yan , Jukka-Pekka Onnela

Real-world health studies require continuous and secure data collection from mobile and wearable devices. We introduce MotionPI, a smartphone-based system designed to collect behavioral and health data through sensors and surveys with…

密码学与安全 · 计算机科学 2025-10-24 Foad Namjoo , Neng Wan , Devan Mallory , Yuyi Chang , Nithin Sugavanam , Long Yin Lee , Ning Xiong , Emre Ertin , Jeff M. Phillips

Wearable devices are becoming increasingly important, addressing needs in both the fitness and the medical markets. In this paper, we describe a novel sensing platform based on a hollow-core polyurethane optical fiber, operating through…

信号处理 · 电气工程与系统科学 2023-07-25 Alessio Stefani , Ivan D. Rukhlenko , Antoine F. J. Runge , Maryanne C. J. Large , Simon C. Fleming

The integration of compressive sensing with real-time embedded systems opens new possibilities for efficient, low-power biomedical signal acquisition. This paper presents a custom hardware platform based on the RP2350 micro-controller,…

系统与控制 · 电气工程与系统科学 2025-07-11 Rens Baeyens , Dennis Laurijssen , Jan Steckel , Walter Daems

Many parts of human body generate internal sound during biological processes, which are rich sources of information for understanding health and wellbeing. Despite a long history of development and usage of stethoscopes, there is still a…

人机交互 · 计算机科学 2024-12-09 Hongwei Li , Zoran Radivojevic , Maja Hedlund , Anton Fahlgren , Michael S. Eggleston

Smartphone-based heart rate (HR) monitoring apps using finger-over-camera photoplethysmography (PPG) face significant challenges in performance evaluation and device compatibility due to device variability and fragmentation. Manual testing…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Ming-Zher Poh , Jonathan Wang , Jonathan Hsu , Lawrence Cai , Eric Teasley , James A. Taylor , Jameson K. Rogers , Anupam Pathak , Shwetak Patel

Smartwatches have become popular for monitoring physiological parameters outside clinical settings. Using reflective photoplethysmography (PPG) sensors, such watches can non-invasively estimate heart rate (HR) in everyday environments and…

信号处理 · 电气工程与系统科学 2024-12-24 Manuel Meier , Christian Holz

Wearables are widely used for mobile health monitoring, and photoplethysmography (PPG) is a key sensing modality for heart rate and related physiological measurements. However, public in-the-wild PPG datasets remain largely wrist-centric or…

Wearable devices are increasingly being used for monitoring health signals and for fitness purposes with typical uses being calorie tracker, workout assistant, and step counter. Even though these wearables can measure many health signals…

计算机与社会 · 计算机科学 2017-06-29 Naixing Wang , Edgardo Barsallo Yi , Saurabh Bagchi

The growing demand for continuous physiological monitoring and human-machine interaction in real-world settings calls for wearable platforms that are flexible, low-power, and capable of on-device intelligence. This work presents…

系统与控制 · 电气工程与系统科学 2025-12-16 Sebastian Frey , Giusy Spacone , Andrea Cossettini , Marco Guermandi , Philipp Schilk , Luca Benini , Victor Kartsch

Background: The human mind is multimodal. Yet most behavioral studies rely on century-old measures such as task accuracy and latency. To create a better understanding of human behavior and brain functionality, we should introduce other…

机器学习 · 计算机科学 2021-11-30 Moein Razavi , Vahid Janfaza , Takashi Yamauchi , Anton Leontyev , Shanle Longmire-Monford , Joseph Orr

Existing data acquisition literature for human behavior research provides wired solutions, mainly for controlled laboratory setups. In uncontrolled free-standing conversation settings, where participants are free to walk around, these…

信号处理 · 电气工程与系统科学 2020-08-21 Chirag Raman , Stephanie Tan , Hayley Hung

Wearable sensors, such as smartwatches, have become increasingly prevalent across domains like healthcare, sports, and education, enabling continuous monitoring of physiological and behavioral data. In the context of education, these…

人机交互 · 计算机科学 2025-12-03 Alvaro Becerra , Pablo Villegas , Ruth Cobos

As the world population gets older, the healthcare system must be adapted, among others by providing continuous health monitoring at home and in the city. The social activities have a significant role in everyone health status. Hence, this…

计算机与社会 · 计算机科学 2016-12-01 Loïc Sevrin , Bertrand Massot , Norbert Noury , Nacer Abouchi , Fabrice Jumel , Jacques Saraydaryan

Wearable devices are increasingly used as tools for biomedical research, as the continuous stream of behavioral and physiological data they collect can provide insights about our health in everyday contexts. Long-term tracking, defined in…

人机交互 · 计算机科学 2024-08-01 Paula Lago

Nowadays, Hearth Rate (HR) monitoring is a key feature of almost all wrist-worn devices exploiting photoplethysmography (PPG) sensors. However, arm movements affect the performance of PPG-based HR tracking. This issue is usually addressed…

信号处理 · 电气工程与系统科学 2022-10-21 Panagiotis Kasnesis , Lazaros Toumanidis , Alessio Burrello , Christos Chatzigeorgiou , Charalampos Z. Patrikakis

Smart healthcare which is built as healthcare Cyber-Physical System (H-CPS) from Internet-of-Medical-Things (IoMT) is becoming more important than before. Medical devices and their connectivity through Internet with alongwith the…

信号处理 · 电气工程与系统科学 2020-10-20 Sibi C. Sethuraman , Pranav Kompally , Saraju P. Mohanty , Uma Choppali

Movement disorders are becoming one of the leading causes of functional disability due to aging populations and extended life expectancy. Wearable health monitoring is emerging as an effective way to augment clinical care for movement…

人机交互 · 计算机科学 2019-03-19 Ganapati Bhat , Ranadeep Deb , Umit Y. Ogras
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