1
|
Savković M, Caiazzo C, Djapan M, Vukićević AM, Pušica M, Mačužić I. Development of Modular and Adaptive Laboratory Set-Up for Neuroergonomic and Human-Robot Interaction Research. Front Neurorobot 2022; 16:863637. [PMID: 35645762 PMCID: PMC9130960 DOI: 10.3389/fnbot.2022.863637] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Accepted: 04/08/2022] [Indexed: 11/30/2022] Open
Abstract
The industry increasingly insists on academic cooperation to solve the identified problems such as workers' performance, wellbeing, job satisfaction, and injuries. It causes an unsafe and unpleasant working environment that directly impacts the quality of the product, workers' productivity, and effectiveness. This study aimed to give a specialized solution for tests and explore possible solutions to the given problem in neuroergonomics and human–robot interaction. The designed modular and adaptive laboratory model of the industrial assembly workstation represents the laboratory infrastructure for conducting advanced research in the field of ergonomics, neuroergonomics, and human–robot interaction. It meets the operator's anatomical, anthropometric, physiological, and biomechanical characteristics. Comparing standard, ergonomic, guided, and collaborative work will be possible based on workstation construction and integrated elements. These possibilities allow the industry to try, analyze, and get answers for an identified problem, the condition, habits, and behavior of operators in the workplace. The set-up includes a workstation with an industry work chair, a Poka–Yoke system, adequate lighting, an audio 5.0 system, containers with parts and tools, EEG devices (a cap and smartfones), an EMG device, touchscreen PC screen, and collaborative robot. The first phase of the neuroergonomic study was performed according to the most common industry tasks defined as manual, monotonous, and repetitive activities. Participants have a task to assemble the developed prototype model of an industrial product using prepared parts and elements, and instructed by the installed touchscreen PC. In the beginning, the participant gets all the necessary information about the experiment and gets 15 min of practice. After the introductory part, the EEG device is mounted and prepared for recording. The experiment starts with relaxing music for 5 min. The whole experiment lasts two sessions per 60 min each, with a 15 min break between the sessions. Based on the first experiments, it is possible to develop, construct, and conduct complex experiments for industrial purposes to improve the physical, cognitive, and organizational aspects and increase workers' productivity, efficiency, and effectiveness. It has highlighted the possibility of applying modular and adaptive ergonomic research laboratory experimental set-up to transform standard workplaces into the workplaces of the future.
Collapse
Affiliation(s)
- Marija Savković
- Faculty of Engineering, University of Kragujevac, Kragujevac, Serbia
| | - Carlo Caiazzo
- Faculty of Engineering, University of Kragujevac, Kragujevac, Serbia
| | - Marko Djapan
- Faculty of Engineering, University of Kragujevac, Kragujevac, Serbia
- *Correspondence: Marko Djapan
| | - Arso M. Vukićević
- Faculty of Engineering, University of Kragujevac, Kragujevac, Serbia
| | - Miloš Pušica
- mBrainTrain d.o.o., Belgrade, Serbia
- School of Food Science and Environmental Health, Technological University Dublin, Dublin, Ireland
| | - Ivan Mačužić
- Faculty of Engineering, University of Kragujevac, Kragujevac, Serbia
| |
Collapse
|
2
|
Jakovljević T, Janković MM, Savić AM, Soldatović I, Mačužić I, Jakulin TJ, Papa G, Ković V. The effect of colour on reading performance in children, measured by a sensor hub: From the perspective of gender. PLoS One 2021; 16:e0252622. [PMID: 34125863 PMCID: PMC8202909 DOI: 10.1371/journal.pone.0252622] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Accepted: 05/19/2021] [Indexed: 11/18/2022] Open
Abstract
In recent decades reported findings regarding gender differences in reading achievement, cognitive abilities and maturation process in boys and girls are conflicting. As reading is one of the most important processes in the maturation of an individual, the aim of the study was to better understand gender differences between primary school students. The study evaluates differences in Heart Rate Variability (HRV), Electroencephalography (EEG), Electrodermal Activities (EDA) and eye movement of participants during the reading task. Taking into account that colour may affect reading skills, in that it affects the emotional and physiological state of the body, the research attempts to provide a better understanding of gender differences in reading through examining the effect of colour, as applied to reading content. The physiological responses of 50 children (25 boys and 25 girls) to 12 different background and overlay colours of reading content were measured and summarised during the reading process. Our findings show that boys have shorter reading duration scores and a longer Saccade Count, Saccade Duration Total, and Saccade Duration Average when reading on a coloured background, especially purple, which could be caused by their motivation and by the type of reading task. Also, the boys had higher values for the Delta band and the Whole Range of EEG measurements in comparison to the girls when reading on coloured backgrounds, which could reflect the faster maturation of the girls. Regarding EDA measurements we did not find systematic differences between groups either on white or on coloured/overlay background. We found the most significant differences arose in the HRV parameters, namely (SDNN (ms), STD HR (beats/min), RMSSD (ms), NN50 (beats), pNN50 (%), CVRR) when children read the text on coloured/overlay backgrounds, where the girls showed systematically higher values on HRV measurements in comparison to the boys, mostly with yellow, red, and orange overlay colours.
Collapse
Affiliation(s)
- Tamara Jakovljević
- Sensor Technologies, Jožef Stefan International Postgraduate School, Ljubljana, Slovenia
| | - Milica M. Janković
- School of Electrical Engineering, University of Belgrade, Belgrade, Serbia
| | - Andrej M. Savić
- School of Electrical Engineering, University of Belgrade, Belgrade, Serbia
| | - Ivan Soldatović
- Institute of Medical Statistics and Informatics, Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | - Ivan Mačužić
- Faculty of Engineering, University of Kragujevac, Kragujevac, Serbia
| | | | | | - Vanja Ković
- Laboratory for Neurocognition and Applied Cognition, Faculty of Philosophy, University of Belgrade, Belgrade, Serbia
| |
Collapse
|
3
|
Mijović P, Ković V, De Vos M, Mačužić I, Todorović P, Jeremić B, Gligorijević I. Towards continuous and real-time attention monitoring at work: reaction time versus brain response. Ergonomics 2017; 60:241-254. [PMID: 26772445 DOI: 10.1080/00140139.2016.1142121] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
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 < .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.
Collapse
Affiliation(s)
- Pavle Mijović
- a Faculty of Engineering, Department for Production Engineering , University of Kragujevac , Kragujevac , Serbia
| | - Vanja Ković
- b Faculty of Philosophy, Department for Psychology , University of Belgrade , Belgrade , Serbia
| | - Maarten De Vos
- c Department of Engineering , Institute of Biomedical Engineering, University of Oxford , Oxford , UK
| | - Ivan Mačužić
- a Faculty of Engineering, Department for Production Engineering , University of Kragujevac , Kragujevac , Serbia
| | - Petar Todorović
- a Faculty of Engineering, Department for Production Engineering , University of Kragujevac , Kragujevac , Serbia
| | - Branislav Jeremić
- a Faculty of Engineering, Department for Production Engineering , University of Kragujevac , Kragujevac , Serbia
| | - Ivan Gligorijević
- a Faculty of Engineering, Department for Production Engineering , University of Kragujevac , Kragujevac , Serbia
| |
Collapse
|
4
|
Mijović P, Ković V, De Vos M, Mačužić I, Jeremić B, Gligorijević I. Benefits of Instructed Responding in Manual Assembly Tasks: An ERP Approach. Front Hum Neurosci 2016; 10:171. [PMID: 27148021 PMCID: PMC4837689 DOI: 10.3389/fnhum.2016.00171] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2015] [Accepted: 04/04/2016] [Indexed: 11/13/2022] Open
Abstract
The majority of neuroergonomics studies are focused mainly on investigating the interaction between operators and automated systems. Far less attention has been dedicated to the investigation of brain processes in more traditional workplaces, such as manual assembly, which are still ubiquitous in industry. The present study investigates whether assembly workers’ attention can be enhanced if they are instructed with which hand to initiate the assembly operation, as opposed to the case when they can commence the operation with whichever hand they prefer. For this aim, we replicated a specific workplace, where 17 participants in the study simulated a manual assembly operation of the rubber hoses that are used in vehicle hydraulic brake systems, while wearing wireless electroencephalography (EEG). The specific EEG feature of interest for this study was the P300 components’ amplitude of the event-related potential (ERP), as it has previously been shown that it is positively related to human attention. The behavioral attention-related modality of reaction times (RTs) was also recorded. Participants were presented with two distinct tasks during the simulated operation, which were counterbalanced across participants. In the first task, digits were used as indicators for the operation initiation (Numbers task), where participants could freely choose with which hand they would commence the action upon seeing the digit. In the second task, participants were presented with arrows, which served as instructed operation initiators (Arrows task), and they were instructed to start each operation with the hand that corresponded to the arrow direction. The results of this study showed that the P300 amplitude was significantly higher in the instructed condition. Interestingly, the RTs did not differ across any task conditions. This, together with the other findings of this study, suggests that attention levels can be increased using instructed responses without compromising work performance or operators’ well-being, paving the way for future applications in manual assembly task design.
Collapse
Affiliation(s)
- Pavle Mijović
- Department for Production Engineering, Faculty of Engineering, University of Kragujevac Kragujevac, Serbia
| | - Vanja Ković
- Laboratory for Neurocognition and Applied Cognition, Department for Psychology, Faculty of Philosophy, University of Belgrade Belgrade, Serbia
| | - Maarten De Vos
- Department of Engineering, The Institute of Biomedical Engineering, University of Oxford Oxford, UK
| | - Ivan Mačužić
- Department for Production Engineering, Faculty of Engineering, University of Kragujevac Kragujevac, Serbia
| | - Branislav Jeremić
- Department for Production Engineering, Faculty of Engineering, University of Kragujevac Kragujevac, Serbia
| | - Ivan Gligorijević
- Department for Production Engineering, Faculty of Engineering, University of Kragujevac Kragujevac, Serbia
| |
Collapse
|
5
|
Mijović P, Ković V, Mačužić I, Todorović P, Jeremić B, Milovanović M, Gligorijević I. Do Micro-Breaks Increase the Attention Level of an Assembly Worker? An ERP Study. ACTA ACUST UNITED AC 2015. [DOI: 10.1016/j.promfg.2015.07.521] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
|