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    Freeway Tunnel Driving Risk Assessment: Combining Feature Dimensionality Reduction and Driving Style Classification

    Source: Journal of Transportation Engineering, Part A: Systems:;2026:;Volume ( 152 ):;issue: 003::page 04026001-1
    Author:
    Guo, Rui
    ,
    Chen, Yanyan
    ,
    Li, Wenhao
    ,
    Qian, Hanqiang
    ,
    Zhu, Mei
    DOI: 10.1061/JTEPBS.TEENG-9284
    Publisher: American Society of Civil Engineers
    Abstract: AbstractDriving risk assessment in tunnels is not only fundamental for evaluating traffic safety but also a critical prerequisite for analyzing and understanding the formation mechanisms of vehicle operational risks. Based on naturalistic driving ...Practical ApplicationsThis study classifies drivers in the Xiaxiyao Tunnel of Wuyu Expressway into four types (conservative, moderate, aggressive-a, aggressive-b) through parameter extraction, dimensionality reduction and clustering methods. Based on this ...
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      Freeway Tunnel Driving Risk Assessment: Combining Feature Dimensionality Reduction and Driving Style Classification

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    https://yetl.yabesh.ir/yetl1/handle/yetl/4313701
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    • Journal of Transportation Engineering, Part A: Systems

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    contributor authorGuo, Rui
    contributor authorChen, Yanyan
    contributor authorLi, Wenhao
    contributor authorQian, Hanqiang
    contributor authorZhu, Mei
    date accessioned2026-08-20T20:56:23Z
    date available2026-08-20T20:56:23Z
    date copyright2026/01/10
    date issued2026
    identifier otherJTEPBS.TEENG-9284.pdf
    identifier urihttp://yetl.yabesh.ir/yetl1/handle/yetl/4313701
    description abstractAbstractDriving risk assessment in tunnels is not only fundamental for evaluating traffic safety but also a critical prerequisite for analyzing and understanding the formation mechanisms of vehicle operational risks. Based on naturalistic driving ...Practical ApplicationsThis study classifies drivers in the Xiaxiyao Tunnel of Wuyu Expressway into four types (conservative, moderate, aggressive-a, aggressive-b) through parameter extraction, dimensionality reduction and clustering methods. Based on this ...
    publisherAmerican Society of Civil Engineers
    titleFreeway Tunnel Driving Risk Assessment: Combining Feature Dimensionality Reduction and Driving Style Classification
    typeJournal Article
    journal volume152
    journal issue3
    journal titleJournal of Transportation Engineering, Part A: Systems
    identifier doi10.1061/JTEPBS.TEENG-9284
    journal fristpage04026001-1
    journal lastpage04026001-12
    page12
    treeJournal of Transportation Engineering, Part A: Systems:;2026:;Volume ( 152 ):;issue: 003
    contenttypeFulltext
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