How does fatigue affect information capture in remote learning

With an increase in remote learning, there are more cases of fatigue in remote learning. However, there is not much research established yet. Hence, this project aims to investigation of how fatigue affects information capture in remote learning. Using eye analysis, parameters including zero f...

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Main Author: Imelya, Selly
Other Authors: Lye Sun Woh
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2022
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Online Access:https://hdl.handle.net/10356/159084
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1590842022-06-09T08:41:59Z How does fatigue affect information capture in remote learning Imelya, Selly Lye Sun Woh School of Mechanical and Aerospace Engineering Air Traffic Management Research Institute MSWLYE@ntu.edu.sg Engineering::Mechanical engineering With an increase in remote learning, there are more cases of fatigue in remote learning. However, there is not much research established yet. Hence, this project aims to investigation of how fatigue affects information capture in remote learning. Using eye analysis, parameters including zero fixation count, zero fixation duration, blink count and blink duration are used to quantify either visual or memory fatigue. On the other hand memory performance is based on the scores obtained during the experiments. Memory fatigue experiments are then carried out using 2x2, 3x3 and 4x4 boxes . Based on the results, 13 out of 15 subjects felt moderately fatigue at least. There seemed to be a strong correlation between perceived difficulty in absorbing information and perceived fatigue based on the questionnaires. From memory tests 1 and 2, a significant number of participants has a drop in performance, either marginally or by a huge amount when memorising words for 1 minute. There seems to be some significance with p<0.005 and negative correlations between percentage duration out of the box and performance as well as percentage count eye out of the box and performance, with r=-0.332 and r=-0.4026 respectively. Though a low correlation, it still suggests that blinking and zero fixation has some negative influence in remote learning. Since fatigue is related to blinks and zero fixation, more signs of them indicate that fatigue therefore resulted in less attention and less memory processing in the short term memory resulting in information getting lost quickly. Bachelor of Engineering (Mechanical Engineering) 2022-06-09T08:41:59Z 2022-06-09T08:41:59Z 2022 Final Year Project (FYP) Imelya, S. (2022). How does fatigue affect information capture in remote learning. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/159084 https://hdl.handle.net/10356/159084 en application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Mechanical engineering
spellingShingle Engineering::Mechanical engineering
Imelya, Selly
How does fatigue affect information capture in remote learning
description With an increase in remote learning, there are more cases of fatigue in remote learning. However, there is not much research established yet. Hence, this project aims to investigation of how fatigue affects information capture in remote learning. Using eye analysis, parameters including zero fixation count, zero fixation duration, blink count and blink duration are used to quantify either visual or memory fatigue. On the other hand memory performance is based on the scores obtained during the experiments. Memory fatigue experiments are then carried out using 2x2, 3x3 and 4x4 boxes . Based on the results, 13 out of 15 subjects felt moderately fatigue at least. There seemed to be a strong correlation between perceived difficulty in absorbing information and perceived fatigue based on the questionnaires. From memory tests 1 and 2, a significant number of participants has a drop in performance, either marginally or by a huge amount when memorising words for 1 minute. There seems to be some significance with p<0.005 and negative correlations between percentage duration out of the box and performance as well as percentage count eye out of the box and performance, with r=-0.332 and r=-0.4026 respectively. Though a low correlation, it still suggests that blinking and zero fixation has some negative influence in remote learning. Since fatigue is related to blinks and zero fixation, more signs of them indicate that fatigue therefore resulted in less attention and less memory processing in the short term memory resulting in information getting lost quickly.
author2 Lye Sun Woh
author_facet Lye Sun Woh
Imelya, Selly
format Final Year Project
author Imelya, Selly
author_sort Imelya, Selly
title How does fatigue affect information capture in remote learning
title_short How does fatigue affect information capture in remote learning
title_full How does fatigue affect information capture in remote learning
title_fullStr How does fatigue affect information capture in remote learning
title_full_unstemmed How does fatigue affect information capture in remote learning
title_sort how does fatigue affect information capture in remote learning
publisher Nanyang Technological University
publishDate 2022
url https://hdl.handle.net/10356/159084
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