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Towards continuous and real-time attention monitoring at work: reaction time versus brain response

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2017
bitstream_7624.pdf (1.483Mb)
Authors
Mijović, Pavle
Ković, Vanja
De Vos, Maarten
Macuzić, Ivan
Todorović, Petar
Jeremić, Branislav
Gligorijević, Ivan
Article (Accepted Version)
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Abstract
Continuous and objective measurement of the user attention state still represents a major challenge in the ergonomics research. Recently available wearable electroencephalography (EEG) opens new opportunities for objective and continuous evaluation of operators' attention, which may provide a new paradigm in ergonomics. In this study, wearable EEG was recorded during simulated assembly operation, with the aim to analyse P300 event-related potential component, which provides reliable information on attention processing. In parallel, reaction times (RTs) were recorded and the correlation between these two attention-related modalities was investigated. Negative correlation between P300 amplitudes and RTs has been observed on the group level (p lt .001). However, on the individual level, the obtained correlations were not consistent. As a result, we propose the P300 amplitude for accurate attention monitoring in ergonomics research. On the other hand, no significant correlation between R...Ts and P300 latency was found on group, neither on individual level. Practitioner Summary: Ergonomic studies of assembly operations mainly investigated physical aspects, while mental states of the assemblers were not sufficiently addressed. Presented study aims at attention tracking, using realistic workplace replica. It is shown that drops in attention could be successfully traced only by direct brainwave observation, using wireless electroencephalographic measurements.

Keywords:
wireless EEG / reaction times / P300 / event-related potentials / Attention
Source:
Ergonomics, 2017, 60, 2, 241-254
Publisher:
  • Taylor & Francis Ltd, Abingdon
Funding / projects:
  • EU project “Innovations Through Human Factors inRisk Analysis and Management”
  • Marie Curie Actions FP7-PEOPLE-2011-ITN-InnHF289837
Note:
  • This is the peer-reviewed version of the article: Mijović, P.; Ković, V.; De Vos, M.; Macuzić, I.; Todorović, P.; Jeremić, B.; Gligorijević, I. Towards Continuous and Real-Time Attention Monitoring at Work: Reaction Time versus Brain Response. Ergonomics 2017, 60 (2), 241–254. https://doi.org/10.1080/00140139.2016.1142121
Related info:
  • Version of
    https://doi.org/10.1080/00140139.2016.1142121
  • Version of
    http://reff.f.bg.ac.rs/handle/123456789/2473

DOI: 10.1080/00140139.2016.1142121

ISSN: 0014-0139

PubMed: 26772445

WoS: 000396602000008

Scopus: 2-s2.0-84961198676
[ Google Scholar ]
16
8
URI
http://reff.f.bg.ac.rs/handle/123456789/3401
Collections
  • Radovi istraživača / Researcher's publications - Odeljenje za psihologiju
Institution/Community
Psihologija / Psychology
TY  - JOUR
AU  - Mijović, Pavle
AU  - Ković, Vanja
AU  - De Vos, Maarten
AU  - Macuzić, Ivan
AU  - Todorović, Petar
AU  - Jeremić, Branislav
AU  - Gligorijević, Ivan
PY  - 2017
UR  - http://reff.f.bg.ac.rs/handle/123456789/3401
AB  - Continuous and objective measurement of the user attention state still represents a major challenge in the ergonomics research. Recently available wearable electroencephalography (EEG) opens new opportunities for objective and continuous evaluation of operators' attention, which may provide a new paradigm in ergonomics. In this study, wearable EEG was recorded during simulated assembly operation, with the aim to analyse P300 event-related potential component, which provides reliable information on attention processing. In parallel, reaction times (RTs) were recorded and the correlation between these two attention-related modalities was investigated. Negative correlation between P300 amplitudes and RTs has been observed on the group level (p  lt  .001). However, on the individual level, the obtained correlations were not consistent. As a result, we propose the P300 amplitude for accurate attention monitoring in ergonomics research. On the other hand, no significant correlation between RTs and P300 latency was found on group, neither on individual level. Practitioner Summary: Ergonomic studies of assembly operations mainly investigated physical aspects, while mental states of the assemblers were not sufficiently addressed. Presented study aims at attention tracking, using realistic workplace replica. It is shown that drops in attention could be successfully traced only by direct brainwave observation, using wireless electroencephalographic measurements.
PB  - Taylor & Francis Ltd, Abingdon
T2  - Ergonomics
T1  - Towards continuous and real-time attention monitoring at work: reaction time versus brain response
EP  - 254
IS  - 2
SP  - 241
VL  - 60
DO  - 10.1080/00140139.2016.1142121
ER  - 
@article{
author = "Mijović, Pavle and Ković, Vanja and De Vos, Maarten and Macuzić, Ivan and Todorović, Petar and Jeremić, Branislav and Gligorijević, Ivan",
year = "2017",
abstract = "Continuous and objective measurement of the user attention state still represents a major challenge in the ergonomics research. Recently available wearable electroencephalography (EEG) opens new opportunities for objective and continuous evaluation of operators' attention, which may provide a new paradigm in ergonomics. In this study, wearable EEG was recorded during simulated assembly operation, with the aim to analyse P300 event-related potential component, which provides reliable information on attention processing. In parallel, reaction times (RTs) were recorded and the correlation between these two attention-related modalities was investigated. Negative correlation between P300 amplitudes and RTs has been observed on the group level (p  lt  .001). However, on the individual level, the obtained correlations were not consistent. As a result, we propose the P300 amplitude for accurate attention monitoring in ergonomics research. On the other hand, no significant correlation between RTs and P300 latency was found on group, neither on individual level. Practitioner Summary: Ergonomic studies of assembly operations mainly investigated physical aspects, while mental states of the assemblers were not sufficiently addressed. Presented study aims at attention tracking, using realistic workplace replica. It is shown that drops in attention could be successfully traced only by direct brainwave observation, using wireless electroencephalographic measurements.",
publisher = "Taylor & Francis Ltd, Abingdon",
journal = "Ergonomics",
title = "Towards continuous and real-time attention monitoring at work: reaction time versus brain response",
pages = "254-241",
number = "2",
volume = "60",
doi = "10.1080/00140139.2016.1142121"
}
Mijović, P., Ković, V., De Vos, M., Macuzić, I., Todorović, P., Jeremić, B.,& Gligorijević, I.. (2017). Towards continuous and real-time attention monitoring at work: reaction time versus brain response. in Ergonomics
Taylor & Francis Ltd, Abingdon., 60(2), 241-254.
https://doi.org/10.1080/00140139.2016.1142121
Mijović P, Ković V, De Vos M, Macuzić I, Todorović P, Jeremić B, Gligorijević I. Towards continuous and real-time attention monitoring at work: reaction time versus brain response. in Ergonomics. 2017;60(2):241-254.
doi:10.1080/00140139.2016.1142121 .
Mijović, Pavle, Ković, Vanja, De Vos, Maarten, Macuzić, Ivan, Todorović, Petar, Jeremić, Branislav, Gligorijević, Ivan, "Towards continuous and real-time attention monitoring at work: reaction time versus brain response" in Ergonomics, 60, no. 2 (2017):241-254,
https://doi.org/10.1080/00140139.2016.1142121 . .

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