Assessment of individual and dyadic workload of student and instructor pilots in real and simulated flight: An exploratory study

Flight instructors are vital in the training of novice pilots. Just as the mental workload in student pilots fluctuates during training, so does the mental workload of the instructors, affecting their dyadic performance and judgment. This paper explored how training environments (simulated vs. real flight), flight control conditions (student pilot flying vs. monitoring), and flight phases (take-off vs. downwind vs. landing) could affect mental workload in student and instructor pilots, as well as their interpersonal coordination through electrocardiography (ECG) based measures. Student pilots performed four consecutive standard flight traffic patterns with an instructor in a simulator and in real flight, under different flight control conditions of varying workload demands, while their ECG signals were recorded. The results indicated different patterns of interpersonal coordination between simulated and real flight. The other experimental variables, i.e., flight control and flight phase, mostly had an effect on participants' heart rate and heart rate variability. In accordance with the existing literature, heart rate increased in high workload conditions and flight phases, whilst heart rate variability decreased. Additionally, we observed a linear relationship between subjective workload and physiological synchrony which indicates that student-instructor coordination increased as the student pilot experienced more mental workload in the flight tasks. The current study highlights that individual workload as well as dyadic workload, measured through cardiac signals, can be used to evaluate student-instructor coordination during flight training as an indicator of training outcomes.

Authors

Institutions

Publication Details

Journal
Applied Ergonomics
Published
2025-08-18
DOI
https://doi.org/10.1016/j.apergo.2025.104606
Citations
2
Primary Topic
Human-Automation Interaction and Safety
Type
article
Field-Weighted Citation Impact
4.88

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Assessment of individual and dyadic workload of student and instructor pilots in real and simulated flight: An exploratory study

Raphaëlle N. Roy, Maryam Alimardani, Travis J. Wiltshire, Frédéric Dehais et al.
2 citations
Applied Ergonomics
Human-Automation Interaction and Safety
4.88
article

Assessment of individual and dyadic workload of student and instructor pilots in real and simulated flight: An exploratory study

Raphaëlle N. Roy, Maryam Alimardani, Travis J. Wiltshire, Frédéric Dehais, Max M. Louwerse, Evy van Weelden
article en
2 citations

Abstract

Flight instructors are vital in the training of novice pilots. Just as the mental workload in student pilots fluctuates during training, so does the mental workload of the instructors, affecting their dyadic performance and judgment. This paper explored how training environments (simulated vs. real flight), flight control conditions (student pilot flying vs. monitoring), and flight phases (take-off vs. downwind vs. landing) could affect mental workload in student and instructor pilots, as well as their interpersonal coordination through electrocardiography (ECG) based measures. Student pilots performed four consecutive standard flight traffic patterns with an instructor in a simulator and in real flight, under different flight control conditions of varying workload demands, while their ECG signals were recorded. The results indicated different patterns of interpersonal coordination between simulated and real flight. The other experimental variables, i.e., flight control and flight phase, mostly had an effect on participants' heart rate and heart rate variability. In accordance with the existing literature, heart rate increased in high workload conditions and flight phases, whilst heart rate variability decreased. Additionally, we observed a linear relationship between subjective workload and physiological synchrony which indicates that student-instructor coordination increased as the student pilot experienced more mental workload in the flight tasks. The current study highlights that individual workload as well as dyadic workload, measured through cardiac signals, can be used to evaluate student-instructor coordination during flight training as an indicator of training outcomes.

Applied ErgonomicsVol. 129
École Nationale de l’Aviation Civile (FR), Université Fédérale de Toulouse Midi-Pyrénées (FR), Institut Superieur de l'Aeronautique et de l'Espace (ISAE-SUPAERO) (FR), Tilburg University (NL), Office National d'Études et de Recherches Aérospatiales (FR), Vrije Universiteit Amsterdam (NL)
AXA Research Fund
Openalex Percentile: Top 5%
Human-Automation Interaction and Safety
4.88
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.