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Development and validation of an assessment index for quantifying cognitive task load in pilots under simulated flight conditions using heart rate variability and principal component analysis.

Authors :
Yang, Jinghua
Tang, Mengjun
Cong, Lin
Sun, Jicheng
Guo, Dalong
Zhang, Taihui
Xiong, Kaiwen
Wang, Li
Cheng, Shan
Ma, Jin
Hu, Wendong
Source :
Ergonomics; Apr2024, Vol. 67 Issue 4, p515-525, 11p
Publication Year :
2024

Abstract

To investigate whether high cognitive task load (CTL) for aircraft pilots can be identified by analysing heart-rate variability, electrocardiograms were recorded while cadet pilots (n = 68) performed the plane tracking, anti-gravity pedalling, and reaction tasks during simulated flight missions. Data for standard electrocardiogram parameters were extracted from the R–R-interval series. In the research phase, low frequency power (LF), high frequency power (HF), normalised HF, and LF/HF differed significantly between high and low CTL conditions (p <.05 for all). A principal component analysis identified three components contributing 90.62% of cumulative heart-rate variance. These principal components were incorporated into a composite index. Validation in a separate group of cadet pilots (n = 139) under similar conditions showed that the index value significantly increased with increasing CTL (p <.05). The heart-rate variability index can be used to objectively identify high CTL flight conditions. Practitioner summary: We used principal component analysis of electrocardiogram data to construct a composite index for identifying high cognitive task load in pilots during simulated flight. We validated the index in a separate group of pilots under similar conditions. The index can be used to improve cadet training and flight safety. Abbreviations: ANOVA: a one-way analysis of variance; AP: anti-gravity pedaling task; CTL: cognitive task load; ECG: electrocardiograms; HR: heart rate; HRV: heart-rate variability; HRVI: heart-rate variability index; PT: plane-tracking task; RMSSD: root-mean square of differences between consecutive R–R intervals; RT: reaction task; SDNN: standard deviation of R-R intervals; HF: high frequency power; HFnu: normalized HF; LF: low frequency power; LFnu: normalized LF; PCA: principal component analysis. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00140139
Volume :
67
Issue :
4
Database :
Complementary Index
Journal :
Ergonomics
Publication Type :
Academic Journal
Accession number :
176495265
Full Text :
https://doi.org/10.1080/00140139.2023.2229075