Fatigue Monitoring System

This work provides an innovative solution for monitoring fatigue for users behind workstations. A web camera was adjusted to work in near infrared range and a system of 880 nm IR diodes was implemented to create an IR vision system to localize and track the eye pupils. The software developed monitor...

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Main Author: Ratecki, Tomasz
Format: Others
Published: ScholarWorks@UNO 2010
Subjects:
Online Access:http://scholarworks.uno.edu/td/1141
http://scholarworks.uno.edu/cgi/viewcontent.cgi?article=2124&context=td
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spelling ndltd-uno.edu-oai-scholarworks.uno.edu-td-21242016-10-21T17:05:12Z Fatigue Monitoring System Ratecki, Tomasz This work provides an innovative solution for monitoring fatigue for users behind workstations. A web camera was adjusted to work in near infrared range and a system of 880 nm IR diodes was implemented to create an IR vision system to localize and track the eye pupils. The software developed monitors and tracks eyes for signs of fatigue by measuring PERCLOS. The software developed runs on the workstation and is designed to draw limited computational power, so as to not interfere with the user task. To overcome low-frame rate imposed by the hardware limitations and to improve real time monitoring, two-phases detection and tacking algorithm is implemented. The proposed system successfully monitors fatigue at a rate of 8 fps. The system is well suited to monitor users in command centers, flight control centers, airport traffic dispatches, military operation and command centers, etc., but the work can be extended to wearable devices and other environments. 2010-05-14T07:00:00Z text application/pdf http://scholarworks.uno.edu/td/1141 http://scholarworks.uno.edu/cgi/viewcontent.cgi?article=2124&context=td University of New Orleans Theses and Dissertations ScholarWorks@UNO Fatigue detection IR active illumination eyes detection eyes tracking workstation operator's fatigue PERCLOS vigilance alertness
collection NDLTD
format Others
sources NDLTD
topic Fatigue detection
IR active illumination
eyes detection
eyes tracking
workstation operator's fatigue
PERCLOS
vigilance
alertness
spellingShingle Fatigue detection
IR active illumination
eyes detection
eyes tracking
workstation operator's fatigue
PERCLOS
vigilance
alertness
Ratecki, Tomasz
Fatigue Monitoring System
description This work provides an innovative solution for monitoring fatigue for users behind workstations. A web camera was adjusted to work in near infrared range and a system of 880 nm IR diodes was implemented to create an IR vision system to localize and track the eye pupils. The software developed monitors and tracks eyes for signs of fatigue by measuring PERCLOS. The software developed runs on the workstation and is designed to draw limited computational power, so as to not interfere with the user task. To overcome low-frame rate imposed by the hardware limitations and to improve real time monitoring, two-phases detection and tacking algorithm is implemented. The proposed system successfully monitors fatigue at a rate of 8 fps. The system is well suited to monitor users in command centers, flight control centers, airport traffic dispatches, military operation and command centers, etc., but the work can be extended to wearable devices and other environments.
author Ratecki, Tomasz
author_facet Ratecki, Tomasz
author_sort Ratecki, Tomasz
title Fatigue Monitoring System
title_short Fatigue Monitoring System
title_full Fatigue Monitoring System
title_fullStr Fatigue Monitoring System
title_full_unstemmed Fatigue Monitoring System
title_sort fatigue monitoring system
publisher ScholarWorks@UNO
publishDate 2010
url http://scholarworks.uno.edu/td/1141
http://scholarworks.uno.edu/cgi/viewcontent.cgi?article=2124&context=td
work_keys_str_mv AT rateckitomasz fatiguemonitoringsystem
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