Eye movement predictors of hazard response performance in train drivers under different speed conditions
Abstract Foreign objects on railroads contribute to railway accidents. Train driving heavily relies on visual prowess. Drivers must quickly identify and react to these hazards, capabilities that directly impact the safety and efficiency of train operations. As train speeds increase, it becomes incre...
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| Format: | Article |
| Language: | English |
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Nature Portfolio
2025-07-01
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| Series: | Scientific Reports |
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| Online Access: | https://doi.org/10.1038/s41598-025-09008-9 |
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| _version_ | 1849769258720952320 |
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| author | Lu Yang Maosheng Xia Yusong Wang Ding Fang Xiaowei Jing Jinfei Ma |
| author_facet | Lu Yang Maosheng Xia Yusong Wang Ding Fang Xiaowei Jing Jinfei Ma |
| author_sort | Lu Yang |
| collection | DOAJ |
| description | Abstract Foreign objects on railroads contribute to railway accidents. Train driving heavily relies on visual prowess. Drivers must quickly identify and react to these hazards, capabilities that directly impact the safety and efficiency of train operations. As train speeds increase, it becomes increasingly challenging to spot track anomalies. This underscores the importance of studying drivers’ visual attention, especially under different speed conditions. This study delved into the nuances of train drivers’ hazard detection by analyzing eye movement and response performance to simulated foreign object encroachments at different speeds. Our objective was to identify eye movement indicators predictive of train drivers’ hazard response efficacy and to understand how these vary across different speed scenarios. The analysis highlighted distinct predictors for effective hazard response at different speeds. At standard speeds, maintaining consistent attention is crucial. The time spent searching positively correlates with hazard detection efficiency in these conditions. At higher speeds, rapid information processing becomes key, and a shorter average gaze duration indicates better hazard response. The study also revealed that train drivers tend to exhibit a left-leaning attention bias when recognizing ground-level foreign object encroachments. These insights support the development of improved training programs for train drivers, optimization of track and signal marker placement, and design of effective foreign object detection systems. |
| format | Article |
| id | doaj-art-1bc053785aab45d196d212fbcf7b26fb |
| institution | DOAJ |
| issn | 2045-2322 |
| language | English |
| publishDate | 2025-07-01 |
| publisher | Nature Portfolio |
| record_format | Article |
| series | Scientific Reports |
| spelling | doaj-art-1bc053785aab45d196d212fbcf7b26fb2025-08-20T03:03:28ZengNature PortfolioScientific Reports2045-23222025-07-0115111610.1038/s41598-025-09008-9Eye movement predictors of hazard response performance in train drivers under different speed conditionsLu Yang0Maosheng Xia1Yusong Wang2Ding Fang3Xiaowei Jing4Jinfei Ma5School of Transportation and Logistics, Southwest Jiaotong UniversityChina Railway Jinan Group Co., Ltd.School of Psychology, Liaoning Normal UniversitySchool of Psychology, Liaoning Normal UniversityGuoneng Shuo Huang Railway Yuanping BranchSchool of Psychology, Liaoning Normal UniversityAbstract Foreign objects on railroads contribute to railway accidents. Train driving heavily relies on visual prowess. Drivers must quickly identify and react to these hazards, capabilities that directly impact the safety and efficiency of train operations. As train speeds increase, it becomes increasingly challenging to spot track anomalies. This underscores the importance of studying drivers’ visual attention, especially under different speed conditions. This study delved into the nuances of train drivers’ hazard detection by analyzing eye movement and response performance to simulated foreign object encroachments at different speeds. Our objective was to identify eye movement indicators predictive of train drivers’ hazard response efficacy and to understand how these vary across different speed scenarios. The analysis highlighted distinct predictors for effective hazard response at different speeds. At standard speeds, maintaining consistent attention is crucial. The time spent searching positively correlates with hazard detection efficiency in these conditions. At higher speeds, rapid information processing becomes key, and a shorter average gaze duration indicates better hazard response. The study also revealed that train drivers tend to exhibit a left-leaning attention bias when recognizing ground-level foreign object encroachments. These insights support the development of improved training programs for train drivers, optimization of track and signal marker placement, and design of effective foreign object detection systems.https://doi.org/10.1038/s41598-025-09008-9Train driversEye-movementForeign object encroachmentHigh speed |
| spellingShingle | Lu Yang Maosheng Xia Yusong Wang Ding Fang Xiaowei Jing Jinfei Ma Eye movement predictors of hazard response performance in train drivers under different speed conditions Scientific Reports Train drivers Eye-movement Foreign object encroachment High speed |
| title | Eye movement predictors of hazard response performance in train drivers under different speed conditions |
| title_full | Eye movement predictors of hazard response performance in train drivers under different speed conditions |
| title_fullStr | Eye movement predictors of hazard response performance in train drivers under different speed conditions |
| title_full_unstemmed | Eye movement predictors of hazard response performance in train drivers under different speed conditions |
| title_short | Eye movement predictors of hazard response performance in train drivers under different speed conditions |
| title_sort | eye movement predictors of hazard response performance in train drivers under different speed conditions |
| topic | Train drivers Eye-movement Foreign object encroachment High speed |
| url | https://doi.org/10.1038/s41598-025-09008-9 |
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