Heart rate modeling and prediction of construction workers based on physical activity using deep learning

A fitness training optimization system based on heart rate prediction under different activities

(2022) Zetao Zhu et al.   METHODS

Real-Time System Prediction for Heart Rate Using Deep Learning and Stream Processing Platforms

(2021) Abdullah Alharbi et al.   COMPLEXITY

Evaluation of Physiological Metrics as Real-Time Measurement of Physical Fatigue in Construction Workers: State-of-the-Art Review

(2021) Shahnawaz Anwer et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Real-time individual workload management at tunnel worksite using wearable heart rate measurement devices

(2021) Wei-Cheng Chen et al.   AUTOMATION IN CONSTRUCTION

Physical exertion modeling for construction tasks using combined cardiorespiratory and thermoregulatory measures

(2020) Waleed Umer et al.   AUTOMATION IN CONSTRUCTION

Effects of Lifting Method, Safety Shoe Type, and Lifting Frequency on Maximum Acceptable Weight of Lift, Physiological Responses, and Safety Shoes Discomfort Rating

(2020) Fares F. Alferdaws et al.   International Journal of Environmental Research and Public Health

Cardiorespiratory and Thermoregulatory Parameters Are Good Surrogates for Measuring Physical Fatigue during a Simulated Construction Task

(2020) Shahnawaz Anwer et al.   International Journal of Environmental Research and Public Health

Moving Auto-Correlation Window Approach for Heart Rate Estimation in Ballistocardiography Extracted by Mattress-Integrated Accelerometers

(2020) Marco Laurino et al.   SENSORS

Effects of wearable power assist device on low back fatigue during repetitive lifting tasks

(2019) Peng Yin et al.   CLINICAL BIOMECHANICS

Deep PPG: Large-Scale Heart Rate Estimation with Convolutional Neural Networks

(2019) Attila Reiss et al.   SENSORS

E-happiness physiological indicators of construction workers' productivity: A machine learning approach

(2019) Hamad Al Jassmi et al.   Journal of Asian Architecture and Building Engineering

Effect of Ambient Oxygen Content, Safety Shoe Type, and Lifting Frequency on Subject’s MAWL and Physiological Responses

(2019) Atef M. Ghaleb et al.   International Journal of Environmental Research and Public Health

Capabilities of an Assessment System for Construction Worker Physiology

(2019) Wilbur Pillsbury et al.   JOURNAL OF PERFORMANCE OF CONSTRUCTED FACILITIES

A Review of Deep Learning Models for Time Series Prediction

(2019) Zhongyang Han et al.   IEEE SENSORS JOURNAL

The cumulative effects of work-related factors increase the heart rate of cabin field machine operators

(2018) Martin Jankovský et al.   INTERNATIONAL JOURNAL OF INDUSTRIAL ERGONOMICS

Influence of Accelerometer Placement and/or Heart Rate on Energy Expenditure Prediction during Uphill Exercise

(2017) Terry B. J. Kuo et al.   JOURNAL OF MOTOR BEHAVIOR

Effects of elevation change on mental stress in high-voltage transmission tower construction workers

(2016) Feng-Wen Hsu et al.   APPLIED ERGONOMICS

Feasibility analysis of heart rate monitoring of construction workers using a photoplethysmography (PPG) sensor embedded in a wristband-type activity tracker

(2016) Sungjoo Hwang et al.   AUTOMATION IN CONSTRUCTION

State Anxiety and Nonlinear Dynamics of Heart Rate Variability in Students

(2016) Dimitriy A. Dimitriev et al.   PLoS One

Heavy Physical Work: Cardiovascular Load in Male Construction Workers

(2016) Lars-Kristian Lunde et al.   International Journal of Environmental Research and Public Health

Comparing the physiological and perceptual responses of construction workers (bar benders and bar fixers) in a hot environment

(2014) Del Pui-lam Wong et al.   APPLIED ERGONOMICS

Physiological condition monitoring of construction workers

(2014) Umberto C. Gatti et al.   AUTOMATION IN CONSTRUCTION

Mutual Information between Discrete and Continuous Data Sets

(2014) Brian C. Ross   PLoS One

Determining an optimal recovery time after exercising to exhaustion in a controlled climatic environment: Application to construction works

(2012) Albert P.C. Chan et al.   BUILDING AND ENVIRONMENT

Heart Rate as a Risk Factor for Cardiovascular Disease

(2009) Christine Perret-Guillaume et al.   PROGRESS IN CARDIOVASCULAR DISEASES

Work fatigue and physiological symptoms in different occupations of high-elevation construction workers

(2008) Fu-Lin Chang et al.   APPLIED ERGONOMICS

Hydration status and physiological workload of UAE construction workers: a prospective longitudinal observational study

(2008) Graham P Bates et al.   Journal of Occupational Medicine and Toxicology