Unravelling the Physiological Correlates of Mental Workload Variations in Tracking and Collision Prediction Tasks: Implications for Air Traffic Controllers

John, A. R.; Singh, A. K.; Do, T.-T. N.; Eidels, A.; Nalivaiko, E.; Gavgani, A. M.; Brown, S.; Bennett, M.; Lal, S.; Simpson, A. M.; Gustin, S. M.; Double, K.; Walker, F. R.; Kleitman, S.; Morley, J.; Lin, C.-T.

doi:10.1101/2021.02.02.428702

bioRxiv · 10.1101/2021.02.02.428702

Unravelling the Physiological Correlates of Mental Workload Variations in Tracking and Collision Prediction Tasks: Implications for Air Traffic Controllers

John, A. R.·Singh, A. K.·Do, T.-T. N.·Eidels, A.·Nalivaiko, E.·Gavgani, A. M.·Brown, S.·Bennett, M.·Lal, S.·Simpson, A. M.·Gustin, S. M.·Double, K.·Walker, F. R.·Kleitman, S.·Morley, J.·Lin, C.-T.

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Abstract

ObjectiveWe have designed tracking and collision prediction tasks to elucidate the differences in the physiological response to the workload variations in basic ATC tasks to untangle the impact of workload variations experienced by operators working in a complex ATC environment. BackgroundEven though several factors influence the complexity of ATC tasks, keeping track of the aircraft and preventing collision are the most crucial. MethodsPhysiological measures, such as electroencephalogram (EEG), eye activity, and heart rate variability (HRV) data, were recorded from 24 participants performing tracking and collision prediction tasks with three levels of difficulty. ResultsThe neurometrics of workload variations in the tracking and collision prediction tasks were markedly distinct, indicating that neurometrics can provide insights on the type of mental workload. The pupil size, number of blinks and HRV metric, root mean square of successive difference (RMSSD), varied significantly with the mental workload in both these tasks in a similar manner. ConclusionOur findings indicate that variations in task load are sensitively reflected in physiological signals, such as EEG, eye activity and HRV, in these basic ATC-related tasks. ApplicationThese findings have applicability to the design of future mental workload adaptive systems that integrate neurometrics in deciding not just when but also what to adapt. Our study provides compelling evidence in the viability of developing intelligent closed-loop mental workload adaptive systems that ensure efficiency and safety in ATC and beyond. PrecisThis article identifies the physiological correlates of mental workload variation in basic ATC tasks. The findings assert that neurometrics can provide more information on the task that contributes to the workload, which can aid in the design of intelligent mental workload adaptive system.

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John, A. R., Singh, A. K., Do, T.-T. N., Eidels, A., Nalivaiko, E., Gavgani, A. M., Brown, S., Bennett, M., Lal, S., Simpson, A. M., Gustin, S. M., Double, K., Walker, F. R., Kleitman, S., Morley, J., Lin, C.-T.. 2021-02-03. Unravelling the Physiological Correlates of Mental Workload Variations in Tracking and Collision Prediction Tasks: Implications for Air Traffic Controllers. https://doi.org/10.1101/2021.02.02.428702

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