A forecasting framework for predicting perceived fatigue: Using time series methods to forecast ratings of perceived exertion with features from wearable sensors
Advancements in sensing and network technologies have increased the amount of data
being collected to monitor the worker conditions. In this study, we consider the use of time …
being collected to monitor the worker conditions. In this study, we consider the use of time …
A data analytic framework for physical fatigue management using wearable sensors
The use of expert systems in optimizing and transforming human performance has been
limited in practice due to the lack of understanding of how an individual's performance …
limited in practice due to the lack of understanding of how an individual's performance …
[HTML][HTML] Fatigue monitoring through wearables: A state-of-the-art review
NR Adão Martins, S Annaheim, CM Spengler… - Frontiers in …, 2021 - frontiersin.org
The objective measurement of fatigue is of critical relevance in areas such as occupational
health and safety as fatigue impairs cognitive and motor performance, thus reducing …
health and safety as fatigue impairs cognitive and motor performance, thus reducing …
A data-driven approach to modeling physical fatigue in the workplace using wearable sensors
Wearable sensors are currently being used to manage fatigue in professional athletics,
transportation and mining industries. In manufacturing, physical fatigue is a challenging …
transportation and mining industries. In manufacturing, physical fatigue is a challenging …
Wearable sensors and their metrics for measuring comprehensive occupational fatigue: A scoping review
Y Zhu, RR Jankay, LC Pieratt… - Proceedings of the …, 2017 - journals.sagepub.com
Extensive research has been conducted to study the effects of physical and sleep related
fatigue on occupational health and safety. However, fatigue is a complex multidimensional …
fatigue on occupational health and safety. However, fatigue is a complex multidimensional …
Real-time forecasting of exercise-induced fatigue from wearable sensors
Although a number of studies attempt to classify human fatigue, most models can only
identify fatigue after fatigue has already occurred. In this paper, we propose a novel time …
identify fatigue after fatigue has already occurred. In this paper, we propose a novel time …
A machine learning approach to detect changes in gait parameters following a fatiguing occupational task
The purpose of this study is to provide a method for classifying non-fatigued vs. fatigued
states following manual material handling. A method of template matching pattern …
states following manual material handling. A method of template matching pattern …
Monitoring worker fatigue using wearable devices: A case study to detect changes in gait parameters
The goal of this case study is to answer four research questions related to fatigue through
features derived from wearable sensors to measure patterns in steps:(1) How do important …
features derived from wearable sensors to measure patterns in steps:(1) How do important …
Model-based data augmentation for user-independent fatigue estimation
Objective User-independent recognition of exercise-induced fatigue from wearable motion
data is challenging, due to inter-participant variability. This study aims to develop algorithms …
data is challenging, due to inter-participant variability. This study aims to develop algorithms …
Measuring fatigue through heart rate variability and activity recognition: A scoping literature review of machine learning techniques
K Gonzalez, F Sasangohar, RK Mehta… - Proceedings of the …, 2017 - journals.sagepub.com
A scoping literature review was conducted to summarize the current research trends in
fatigue identification with applications to human activity recognition through the use of …
fatigue identification with applications to human activity recognition through the use of …