Literature DB >> 33828735

Estimating Pilots' Cognitive Load From Ocular Parameters Through Simulation and In-Flight Studies.

M Dilli Babu1,2,3, D V JeevithaShree4, Gowdham Prabhakar4, Kamal Preet Singh Saluja4, Abhay Pashilkar2,3, Pradipta Biswas4.   

Abstract

Eye tracking is the process of measuring either the point of gaze (where one is looking) or the motion of an eye relative to the head. This paper investigated use of eye gaze trackers in military aviation environment to automatically estimate pilot's cognitive load from ocular parameters. In the first study, we used a fixed base variable stability flight simulator with longitudinal tracking task and collected data from 14 military pilots. In a second study, we undertook four test flights with BAES Hawk Trainer and Jaguar aircrafts doing air to ground attack training missions and constant G level turn maneuvers up to +5G. Our study found that ocular parameters like rate of fixation is significantly different in different flying conditions. It also significantly correlated with rate of descent during air to ground dive training task, normal load factor (G) of the aircraft during constant G level turn maneuvers and pilot's control inceptor and tracking error in simulation tasks. Results from our studies can be used for real time estimation of pilots' cognitive load, providing suitable warnings and alerts to the pilot in cockpit and training of military pilots on cognitive load management during operational missions.

Entities:  

Keywords:  Cognitive Load; aviation safety; eye gaze tracking; fixation; pupil dilation; saccades

Year:  2019        PMID: 33828735      PMCID: PMC7880144          DOI: 10.16910/jemr.12.3.3

Source DB:  PubMed          Journal:  J Eye Mov Res        ISSN: 1995-8692            Impact factor:   0.957


  15 in total

1.  Attentional models of multitask pilot performance using advanced display technology.

Authors:  Christopher D Wickens; Juliana Goh; John Helleberg; William J Horrey; Donald A Talleur
Journal:  Hum Factors       Date:  2003       Impact factor: 2.888

2.  A breadth-first survey of eye-tracking applications.

Authors:  Andrew T Duchowski
Journal:  Behav Res Methods Instrum Comput       Date:  2002-11

3.  Characteristics of saccadic intrusions.

Authors:  R V Abadi; E Gowen
Journal:  Vision Res       Date:  2004-10       Impact factor: 1.886

4.  Identifying cognitive state from eye metrics.

Authors:  Sandra P Marshall
Journal:  Aviat Space Environ Med       Date:  2007-05

5.  Reconstruction and analysis of the pupil dilation signal: Application to a psychophysiological affective protocol.

Authors:  Francesco Onorati; Riccardo Barbieri; Maurizio Mauri; Vincenzo Russo; Luca Mainardi
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2013

6.  Modulation of microsaccade rate by task difficulty revealed through between- and within-trial comparisons.

Authors:  Xin Gao; Hongmei Yan; Hong-Jin Sun
Journal:  J Vis       Date:  2015-03-04       Impact factor: 2.240

7.  Evoked potential, cardiac, blink, and respiration measures of pilot workload in air-to-ground missions.

Authors:  G F Wilson; P Fullenkamp; I Davis
Journal:  Aviat Space Environ Med       Date:  1994-02

8.  Pilot disorientation and the use of a peripheral vision display. The 1983 Annual Harry G. Armstrong Lecture.

Authors:  R Malcolm
Journal:  Aviat Space Environ Med       Date:  1984-03

9.  Estimation of mental workload using saccadic eye movements in a free-viewing task.

Authors:  Satoru Tokuda; Goro Obinata; Evan Palmer; Alex Chaparro
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2011

10.  Eye tracking cognitive load using pupil diameter and microsaccades with fixed gaze.

Authors:  Krzysztof Krejtz; Andrew T Duchowski; Anna Niedzielska; Cezary Biele; Izabela Krejtz
Journal:  PLoS One       Date:  2018-09-14       Impact factor: 3.240

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