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Capturing cognitive load management during authentic virtual reality flight training with behavioural and physiological indicators

Year of publication

2023

Authors

Lämsä, Joni; Mannonen, Joonas; Tuhkala, Ari; Heilala, Ville; Helovuo, Arto; Tynkkynen, Ilkka; Lampi, Emilia; Sipiläinen, Katriina; Kärkkäinen, Tommi; Hämäläinen, Raija

Abstract

Background Cognitive load (CL) management is essential in safety-critical fields so that professionals can monitor and control their cognitive resources efficiently to perform and solve scenarios in a timely and safe manner, even in complex and unexpected circumstances. Thus, cognitive load theory (CLT) can be used to design virtual reality (VR) training programmes for professional learning in these fields. Objectives We studied CL management performance through behavioural indicators in authentic VR flight training and explored if and to what extent physiological data was associated with CL management performance. Methods The expert (n = 8) and novice pilots (n = 6) performed three approach and landing scenarios with increasing element interactivity. We used video recordings of the training to assess CL management performance based on the behavioural indicators. Then, we used the heart rate (HR) and heart rate variability (HRV) data to study the associations between the physiological data and CL management performance. Results and Conclusions The pilots performed effectively in CL management. The experience of the pilots did not remarkably explain the variation in CL management performance. The scenario with the highest element interactivity and an increase in the very low-frequency band of HRV were associated with decreased performance in CL management. Takeaways Our study sheds light on the association between physiological indicators and CL management performance, which has traditionally been assessed with behavioural indicators in professional learning in safety-critical fields. Thus, physiological measurements can be used to supplement the assessment of CL management performance, as relying solely on behavioural indicators can be time consuming.
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Organizations and authors

University of Jyväskylä

Tuhkala Ari Orcid -palvelun logo

Lampi Emilia Orcid -palvelun logo

Lämsä Joni Orcid -palvelun logo

Mannonen Joonas Orcid -palvelun logo

Sipiläinen Katriina Orcid -palvelun logo

Hämäläinen Raija Orcid -palvelun logo

Kärkkäinen Tommi Orcid -palvelun logo

Heilala Ville Orcid -palvelun logo

University of Oulu

Lämsä Joni Orcid -palvelun logo

Publication type

Publication format

Article

Parent publication type

Journal

Article type

Original article

Audience

Scientific

Peer-reviewed

Peer-Reviewed

MINEDU's publication type classification code

A1 Journal article (refereed), original research

Publication channel information

Publisher

Wiley

Volume

39

Issue

5

Pages

1553-1563

​Publication forum

60004

​Publication forum level

2

Open access

Open access in the publisher’s service

Yes

Open access of publication channel

Partially open publication channel

Self-archived

Yes

Other information

Fields of science

Computer and information sciences; Educational sciences

Identified topic

[object Object]

Publication country

United Kingdom

Internationality of the publisher

International

Language

English

International co-publication

No

Co-publication with a company

Yes

DOI

10.1111/jcal.12817

The publication is included in the Ministry of Education and Culture’s Publication data collection

Yes