Operator functional state classification using multiple psychophysiological features in an air traffic control task.

Abstract:

:We studied 2 classifiers to determine their ability to discriminate among 4 levels of mental workload during a simulated air traffic control task using psychophysiological measures. Data from 7 air traffic controllers were used to train and test artificial neural network and stepwise discriminant classifiers. Very high levels of classification accuracy were achieved by both classifiers. When the 2 task difficulty manipulations were tested separately, the percentage correct classifications were between 84% and 88%. Feature reduction using saliency analysis for the artificial neural networks resulted in a mean of 90% correct classification accuracy. Considering the data as a 2-class problem, acceptable load versus overload, resulted in almost perfect classification accuracies, with mean percentage correct of 98%. In applied situations, the most important distinction among operator functional states would be to detect mental overload situations. These results suggest that psychophysiological data are capable of such discriminations with high levels of accuracy. Potential applications of this research include test and evaluation of new and modified systems and adaptive aiding.

journal_name

Hum Factors

journal_title

Human factors

authors

Wilson GF,Russell CA

doi

10.1518/hfes.45.3.381.27252

keywords:

subject

Has Abstract

pub_date

2003-10-01 00:00:00

pages

381-9

issue

3

eissn

0018-7208

issn

1547-8181

journal_volume

45

pub_type

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