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Cognitive demands and mental workload: A filed study of the mining control room operators

Cognitive demand and mental workload assessment are essential for the optimal interaction of human-machine systems. The aim of this study was to investigate the cognitive demands and mental workload as well as the relationship between them among the mining control room operators. This cross-sectiona...

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Autores principales: Mohammadian, Mostafa, Parsaei, Hosein, Mokarami, Hamidreza, Kazemi, Reza
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8844657/
https://www.ncbi.nlm.nih.gov/pubmed/35198754
http://dx.doi.org/10.1016/j.heliyon.2022.e08860
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author Mohammadian, Mostafa
Parsaei, Hosein
Mokarami, Hamidreza
Kazemi, Reza
author_facet Mohammadian, Mostafa
Parsaei, Hosein
Mokarami, Hamidreza
Kazemi, Reza
author_sort Mohammadian, Mostafa
collection PubMed
description Cognitive demand and mental workload assessment are essential for the optimal interaction of human-machine systems. The aim of this study was to investigate the cognitive demands and mental workload as well as the relationship between them among the mining control room operators. This cross-sectional study was performed on 63 control room operators of a large mining plant located in Iran. Cognitive demands and mental workload were assessed using cognitive task analysis (CTA) and NASA Task Load Index (NASA-TLX), respectively and the analysis was performed using SPSS version 21. Independent samples T-test, Mann-Whitney U test and multivariate linear regression were used for data analysis. Twelve cognitive demands were extracted after observing the tasks and conducting semi-structured interviews with the control room staff. The mean scores of total cognitive demands and MWL were 6.60 and 72.89, respectively, and these two indicators showed a positive and significant correlation (r = 0.286; P = 0.023). The participants’ demographic characteristics such as age, education, and work experience did not affect mental workload, but the two cognitive demands (memory and defect detection) affected MWL. High cognitive demands and mental workload indicate poor interaction between humans and machines. Due to the effect of memory load and defect detection on mental workload, it is recommended to assign cognitive tasks based on memory and defect detection to the machine to reduce the mental workload and improve human-machine interaction.
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spelling pubmed-88446572022-02-22 Cognitive demands and mental workload: A filed study of the mining control room operators Mohammadian, Mostafa Parsaei, Hosein Mokarami, Hamidreza Kazemi, Reza Heliyon Research Article Cognitive demand and mental workload assessment are essential for the optimal interaction of human-machine systems. The aim of this study was to investigate the cognitive demands and mental workload as well as the relationship between them among the mining control room operators. This cross-sectional study was performed on 63 control room operators of a large mining plant located in Iran. Cognitive demands and mental workload were assessed using cognitive task analysis (CTA) and NASA Task Load Index (NASA-TLX), respectively and the analysis was performed using SPSS version 21. Independent samples T-test, Mann-Whitney U test and multivariate linear regression were used for data analysis. Twelve cognitive demands were extracted after observing the tasks and conducting semi-structured interviews with the control room staff. The mean scores of total cognitive demands and MWL were 6.60 and 72.89, respectively, and these two indicators showed a positive and significant correlation (r = 0.286; P = 0.023). The participants’ demographic characteristics such as age, education, and work experience did not affect mental workload, but the two cognitive demands (memory and defect detection) affected MWL. High cognitive demands and mental workload indicate poor interaction between humans and machines. Due to the effect of memory load and defect detection on mental workload, it is recommended to assign cognitive tasks based on memory and defect detection to the machine to reduce the mental workload and improve human-machine interaction. Elsevier 2022-02-05 /pmc/articles/PMC8844657/ /pubmed/35198754 http://dx.doi.org/10.1016/j.heliyon.2022.e08860 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Article
Mohammadian, Mostafa
Parsaei, Hosein
Mokarami, Hamidreza
Kazemi, Reza
Cognitive demands and mental workload: A filed study of the mining control room operators
title Cognitive demands and mental workload: A filed study of the mining control room operators
title_full Cognitive demands and mental workload: A filed study of the mining control room operators
title_fullStr Cognitive demands and mental workload: A filed study of the mining control room operators
title_full_unstemmed Cognitive demands and mental workload: A filed study of the mining control room operators
title_short Cognitive demands and mental workload: A filed study of the mining control room operators
title_sort cognitive demands and mental workload: a filed study of the mining control room operators
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8844657/
https://www.ncbi.nlm.nih.gov/pubmed/35198754
http://dx.doi.org/10.1016/j.heliyon.2022.e08860
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