Development of Estimating Equation of Machine Operational Skill by Utilizing Eye Movement Measurement and Analysis of Stress and Fatigue
Joint Authors
Kuronuma, Kunihiko
Suzuki, Satoshi
Yoshinari, Asato
Source
Advances in Human-Computer Interaction
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-08-01
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
For an establishment of a skill evaluation method for human support systems, development of an estimating equation of the machine operational skill is presented.
Factors of the eye movement such as frequency, velocity, and moving distance of saccade were computed using the developed eye gaze measurement system, and the eye movement features were determined from these factors.
The estimating equation was derived through an outlier test (to eliminate nonstandard data) and a principal component analysis (to find dominant components).
Using a cooperative carrying task (cc-task) simulator, the eye movement and operational data of the machine operators were recorded, and effectiveness of the derived estimating equation was investigated.
As a result, it was confirmed that the estimating equation was effective strongly against actual simple skill levels (r=0.56–0.84).
In addition, effects of internal condition such as fatigue and stress on the estimating equation were analyzed.
Using heart rate (HR) and coefficient of variation of R-R interval (Cvrri).
Correlation analysis between these biosignal indexes and the estimating equation of operational skill found that the equation reflected effects of stress and fatigue, although the equation could estimate the skill level adequately.
American Psychological Association (APA)
Suzuki, Satoshi& Yoshinari, Asato& Kuronuma, Kunihiko. 2013. Development of Estimating Equation of Machine Operational Skill by Utilizing Eye Movement Measurement and Analysis of Stress and Fatigue. Advances in Human-Computer Interaction،Vol. 2013, no. 2013, pp.1-13.
https://search.emarefa.net/detail/BIM-477775
Modern Language Association (MLA)
Suzuki, Satoshi…[et al.]. Development of Estimating Equation of Machine Operational Skill by Utilizing Eye Movement Measurement and Analysis of Stress and Fatigue. Advances in Human-Computer Interaction No. 2013 (2013), pp.1-13.
https://search.emarefa.net/detail/BIM-477775
American Medical Association (AMA)
Suzuki, Satoshi& Yoshinari, Asato& Kuronuma, Kunihiko. Development of Estimating Equation of Machine Operational Skill by Utilizing Eye Movement Measurement and Analysis of Stress and Fatigue. Advances in Human-Computer Interaction. 2013. Vol. 2013, no. 2013, pp.1-13.
https://search.emarefa.net/detail/BIM-477775
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-477775