Mental Workload Assessment in the Cockpit: Feasibility of Using Electrophysiological Measurements. Phase 1
Abstract
Limitations in people's ability to process and respond to information have become a limiting factor in advanced military aircraft systems. Accordingly, the USAF OSR has been sponsoring research on measuring mental workload as a prerequisite to developing cockpit systems which take the pilot's mental state into account in optimizing overall system performance. During Phase I, we performed a feasibility study in which we analyzed physiological data from four USAF fighter test pilots in search of ways to distinguish between two laboratory tasks which had the same stimulus and response components but differed in level of mental workload. Several electrophysiological measures, alone and in combination, were investigated for their discriminating power including regional brain electrical activity, scalp muscle potentials, and hem and eye activity. Measures were restricted to those which could be recorded in the cockpit, and. in the case of brain signals, to those least likely to be contaminated by head, body and eye movement artifacts. Using a neural network algorithm, we achieved an average of 97% accuracy in classifying independent testing data for the four subjects as either high or low mental workload. Although the results should be interpreted cautiously because of the small number of subjects and the use of artificial laboratory tasks, they suggest that further research will make useful progress in developing a physiological metric of mental workload suitable for use in the cockpit.
Document Details
- Document Type
- Technical Report
- Publication Date
- Apr 30, 1992
- Accession Number
- ADA254138
Entities
People
- A. S. Gevins
- H. M. Leong