2016
DOI: 10.3390/s16081221
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Wearable Sensors for eLearning of Manual Tasks: Using Forearm EMG in Hand Hygiene Training

Abstract: In this paper, we propose a novel approach to eLearning that makes use of smart wearable sensors. Traditional eLearning supports the remote and mobile learning of mostly theoretical knowledge. Here we discuss the possibilities of eLearning to support the training of manual skills. We employ forearm armbands with inertial measurement units and surface electromyography sensors to detect and analyse the user’s hand motions and evaluate their performance. Hand hygiene is chosen as the example activity, as it is a … Show more

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Cited by 35 publications
(13 citation statements)
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“…According to those results, AI-based training might improve the quality of hand hygiene but the effect on compliance remains unclear (Geilleit et al, 2018, p. 1;Kwok et al, 2015, p. 1;Lacey et al, 2019). Furthermore, one study validated a hand hygiene program that combined sensors with a video in AI gesture recognition, suggesting that this method is suitable for further research (Kutafina et al, 2016). cost-effective approach to reduce the infection rate and generate new strategies of disease control (de Bruin et al, 2016;Li et al, 2019;Nekkab et al, 2017;Parreco et al, 2018).…”
Section: Hand Hygienementioning
confidence: 99%
“…According to those results, AI-based training might improve the quality of hand hygiene but the effect on compliance remains unclear (Geilleit et al, 2018, p. 1;Kwok et al, 2015, p. 1;Lacey et al, 2019). Furthermore, one study validated a hand hygiene program that combined sensors with a video in AI gesture recognition, suggesting that this method is suitable for further research (Kutafina et al, 2016). cost-effective approach to reduce the infection rate and generate new strategies of disease control (de Bruin et al, 2016;Li et al, 2019;Nekkab et al, 2017;Parreco et al, 2018).…”
Section: Hand Hygienementioning
confidence: 99%
“…Though generally seen as a potential solution to lack of educational materials, instructors and academic institutes in developing and fragile countries [118,119], MOOCs do not necessarily foster the collaboration, adaptation and experiential needs of effective entrepreneurial learning. On the other hand, several experiential and collaborative learning technologies such as augmented reality [120,121] and wearable technologies [122] might be difficult to implement in low-resources environments due to high cost and hardware maintenance needs.…”
Section: Tackling the Challenges: The Promise Of Technologymentioning
confidence: 99%
“…However, participants were required to wear the wristbands during handwashing, while the WHO handwashing guidelines recommend removing rings, wristwatches, and bracelets before handwashing; therefore, these wristbands could potentially house infectious pathogens, impeding hand hygiene. Other research assessing the use of hand gestures during handwashing have used armbands placed on forearms and reported recognition rates of 98% and 97%, respectively [ 26 , 27 ]. Armbands increase the mobility of monitoring devices in comparison to stationary devices such as fixed monitoring cameras next to sinks, which have additional privacy concerns due to the collection of identifiable images of people.…”
Section: Discussionmentioning
confidence: 99%