Estimating Cognitive Load and Cybersickness of Pilots in VR Simulations via Unobtrusive Physiological Sensors

7Citations
Citations of this article
14Readers
Mendeley users who have this article in their library.
Get full text

Abstract

Predicting real-time estimates of cognitive load in pilots assists intelligent flight systems in alleviating high workloads, thereby averting accidents and directly impacting safety in aviation. Virtual Reality (VR) flight simulations provide an immersive stage to evaluate physiological measures and identify their cognitive correlates. In this work, unobtrusive sensors such as eye-tracking, pupillometry, and photoplethysmography (PPG) record physiological data while six participants perform six flying tasks of varying complexity in VR. The extracted feature sets such as pupil diameter change, number of fixations and saccades, and heart rate variability (HRV) are compared to the Pilot Inceptor Workload (PIW) measures, specifically duty cycle and aggressiveness. The PIW, number of saccades, and the self-reported workload measures were significantly affected by the tasks. However, the number of saccades measure demonstrated a significant negative correlation with the PIW’s measures, contradicting prior work. The remaining feature sets, including the pupil diameter change and the number of fixations, display a nearly identical trend to the PIW measure, though no significance was detected.

Cite

CITATION STYLE

APA

Reddy, G. S. R., Spencer, C. A., Durkee, K., Cox, B., Fox Cotton, O., Galbreath, S., … Hirshfield, L. (2022). Estimating Cognitive Load and Cybersickness of Pilots in VR Simulations via Unobtrusive Physiological Sensors. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 13318 LNCS, pp. 251–269). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-031-06015-1_18

Register to see more suggestions

Mendeley helps you to discover research relevant for your work.

Already have an account?

Save time finding and organizing research with Mendeley

Sign up for free