"Eyes on the Network" - Task Complexity and Expertise Shape Visual Strategies and Mental Workload in Rail Traffic Control.

IF 3.6 3区 心理学 Q1 BEHAVIORAL SCIENCES
Vishwajeet Ransing, Satyajit Upasani, Konstantinos Triantis, Bart Roets, Divya Srinivasan
{"title":"\"Eyes on the Network\" - Task Complexity and Expertise Shape Visual Strategies and Mental Workload in Rail Traffic Control.","authors":"Vishwajeet Ransing, Satyajit Upasani, Konstantinos Triantis, Bart Roets, Divya Srinivasan","doi":"10.1177/00187208261494303","DOIUrl":null,"url":null,"abstract":"<p><p>ObjectiveEvaluate the sensitivity of eye-tracking metrics to variations in mental workload in rail traffic control, and how they may be modulated by operator experience.BackgroundRail traffic control is a safety-critical domain characterized by high cognitive demands. While subjective workload measures are widely used, objective, real-time indicators, particularly eye-tracking metrics, remain underexplored.MethodEighteen professional rail traffic controllers (9 novice, 9 experienced) performed a simulation-based experiment involving four different scenarios with varying traffic density and task complexity, while wearing a head-mounted eye tracker. Measures of gaze behavior and visual strategies (fixations in different areas of interest (AOI)) were computed, and compared to subjective workload measures, to assess the effects of task difficulty and experience.ResultsSome measures like pupil dilation showed substantial changes (by ∼100%), while others like stationary gaze entropy showed more modest changes (∼40%), with increased task demand. Measures such as fixation rate revealed significant interaction effects with experience, indicating distinct visual strategies of novices vs. experts. Compared to experts, novices relied more on global overview displays under higher workload, and reduced planning-related information use, as revealed by AOI analysis. Subjective workload measures corroborated with increases in perceived demand.ConclusionThis study advances mental workload assessment in rail traffic control by demonstrating that eye-tracking metrics are sensitive to workload variations, and also reveal underlying cognitive strategies unique to expertise.ApplicationThese findings support the development of real-time workload monitoring systems and inform training interventions focused on information integration and cognitive strategies in rail traffic control operations.</p>","PeriodicalId":56333,"journal":{"name":"Human Factors","volume":" ","pages":"187208261494303"},"PeriodicalIF":3.6000,"publicationDate":"2026-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Human Factors","FirstCategoryId":"102","ListUrlMain":"https://doi.org/10.1177/00187208261494303","RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BEHAVIORAL SCIENCES","Score":null,"Total":0}
引用次数: 0

Abstract

ObjectiveEvaluate the sensitivity of eye-tracking metrics to variations in mental workload in rail traffic control, and how they may be modulated by operator experience.BackgroundRail traffic control is a safety-critical domain characterized by high cognitive demands. While subjective workload measures are widely used, objective, real-time indicators, particularly eye-tracking metrics, remain underexplored.MethodEighteen professional rail traffic controllers (9 novice, 9 experienced) performed a simulation-based experiment involving four different scenarios with varying traffic density and task complexity, while wearing a head-mounted eye tracker. Measures of gaze behavior and visual strategies (fixations in different areas of interest (AOI)) were computed, and compared to subjective workload measures, to assess the effects of task difficulty and experience.ResultsSome measures like pupil dilation showed substantial changes (by ∼100%), while others like stationary gaze entropy showed more modest changes (∼40%), with increased task demand. Measures such as fixation rate revealed significant interaction effects with experience, indicating distinct visual strategies of novices vs. experts. Compared to experts, novices relied more on global overview displays under higher workload, and reduced planning-related information use, as revealed by AOI analysis. Subjective workload measures corroborated with increases in perceived demand.ConclusionThis study advances mental workload assessment in rail traffic control by demonstrating that eye-tracking metrics are sensitive to workload variations, and also reveal underlying cognitive strategies unique to expertise.ApplicationThese findings support the development of real-time workload monitoring systems and inform training interventions focused on information integration and cognitive strategies in rail traffic control operations.

“网络上的眼睛”——任务复杂性和专业知识塑造轨道交通控制中的视觉策略和心理负荷。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Human Factors
Human Factors 管理科学-行为科学
CiteScore
10.60
自引率
6.10%
发文量
99
审稿时长
6-12 weeks
期刊介绍: Human Factors: The Journal of the Human Factors and Ergonomics Society publishes peer-reviewed scientific studies in human factors/ergonomics that present theoretical and practical advances concerning the relationship between people and technologies, tools, environments, and systems. Papers published in Human Factors leverage fundamental knowledge of human capabilities and limitations – and the basic understanding of cognitive, physical, behavioral, physiological, social, developmental, affective, and motivational aspects of human performance – to yield design principles; enhance training, selection, and communication; and ultimately improve human-system interfaces and sociotechnical systems that lead to safer and more effective outcomes.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书