Towards continuous and real-time attention monitoring at work: reaction time versus brain response
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Mijović, PavleKović, Vanja

De Vos, Maarten
Macuzić, Ivan

Todorović, Petar

Jeremić, Branislav
Gligorijević, Ivan
Article (Published version)

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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 / AttentionSource:
Ergonomics, 2017, 60, 2, 241-254Publisher:
- Taylor & Francis Ltd, Abingdon
Funding / projects:
- EU project “Innovations Through Human Factors in Risk Analysis and Management”
- Marie Curie Actions FP7-PEOPLE-2011-ITN-InnHF289837
Note:
- Peer-reviewed manuscript: http://reff.f.bg.ac.rs/handle/123456789/3401
DOI: 10.1080/00140139.2016.1142121
ISSN: 0014-0139
PubMed: 26772445
WoS: 000396602000008
Scopus: 2-s2.0-84961198676
Institution/Community
Psihologija / PsychologyTY - 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/123456789/2473 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 . .