Clustering Analysis of Drivers Based on Behavioral Characteristics Regarding Road Safety

被引:0
|
作者
Hamid Shirmohammadi
Farhad Hadadi
Moatasem Saeedian
机构
[1] Urmia University,Faculty of Civil Engineering
关键词
Tourists; Driving behaviors and skills; Violations; Errors; Cluster analysis;
D O I
暂无
中图分类号
学科分类号
摘要
The present study was aimed at identifying driving behaviors and driving skills (i.e., ordinary violations, lack of experience errors, positive behaviors, lack of attention errors, dangerous errors, aggressive violations, perceptual-motor skills, and safety skills) in a large sample of young, middle-aged, and elderly tourists as specific subgroups of drivers based on combinations. Additionally, drivers’ risk-driving behaviors and skill deficits in terms of driving violations and errors, and traffic rule violations and accident involvements as measured by the Driver Behavior Questionnaire and the Driver Skill Inventory were evaluated. To this end, the questionnaires were completed by 681 participant drivers with three age subgroups (age < 30, age 30–40, age > 40), who had traveled to Baneh city in Iran. Based on a cluster analysis of driving behaviors and driving skills variables, five easily understandable drivers’ subgroups were investigated as safe drivers with low self-confidence, unsafe, and offensive drivers, safe, and skillful drivers, unsafe, and relatively unskilled drivers, and unskilled and relatively unsafe drivers. The drivers differed in terms of self-reported accident involvement, attitudes toward traffic safety and risk perception, and driving violations and errors. Finally, based on annual intentional and unintentional accidents and fines, the clusters were ranked. Then, the clusters were evaluated and analyzed statistically. The results indicated that unsafe and offensive cluster is the first unsafe subgroup among clusters. Safe and skillful cluster is classified as the safest subgroup among clusters.
引用
收藏
页码:1327 / 1340
页数:13
相关论文
共 50 条
  • [21] Proceedings of behavioral research in road safety
    不详
    ITE JOURNAL-INSTITUTE OF TRANSPORTATION ENGINEERS, 2001, 71 (05): : 18 - 18
  • [22] Analysis of EEG Characteristics of Drivers and Driving Safety in Undersea Tunnel
    Yang, Yongzheng
    Du, Zhigang
    Jiao, Fangtong
    Pan, Fuquan
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2021, 18 (18)
  • [23] Highway Road Accident Analysis Based on Clustering Ensemble
    Li, Taoying
    Chen, Yan
    Qin, Shengjun
    Li, Nan
    COMPUTER SCIENCE FOR ENVIRONMENTAL ENGINEERING AND ECOINFORMATICS, PT 2, 2011, 159 : 212 - 217
  • [24] Regarding formula one and global road safety
    Ericson, Matthew
    JOURNAL OF THE ROYAL SOCIETY OF MEDICINE, 2008, 101 (02) : 52 - 52
  • [25] THE INFLUENCE OF ROAD MATERIALS CHARACTERISTICS ON ROAD SAFETY
    Burlacu, Florentina Alina
    Racanel, Carmen
    Burlacu, Adrian
    REVISTA ROMANA DE MATERIALE-ROMANIAN JOURNAL OF MATERIALS, 2016, 46 (04): : 552 - 559
  • [26] Drowsiness and Emotion Detection of Drivers for Improved Road Safety
    Lea, Nishat Anjum
    Sharmin, Sadia
    Fime, Awal Ahmed
    HCI IN MOBILITY, TRANSPORT, AND AUTOMOTIVE SYSTEMS, MOBITAS 2024, PT I, 2024, 14732 : 13 - 26
  • [27] THE HEALTH AND MEDICAL CONDITIONS OF DRIVERS - EFFECTS ON ROAD SAFETY
    不详
    WHO CHRONICLE, 1981, 35 (06) : 237 - 237
  • [28] Safety messages and visibility of vulnerable road users for drivers
    Roge, Joceline
    El Zufari, Vida
    Vienne, Fabrice
    Ndiaye, Daniel
    SAFETY SCIENCE, 2015, 79 : 29 - 38
  • [29] Road Safety of older drivers: knowledge base and recommendations
    Nolte, Hardy
    INTERNATIONAL JOURNAL OF PSYCHOLOGY, 2016, 51 : 1143 - 1144
  • [30] The family climate for road safety scale in young Chinese drivers: An analysis of reliability and validity
    Cui, Hongjun
    Yuan, Xiaotao
    Zhu, Minqing
    Liu, Shuang
    TRANSPORTATION RESEARCH PART F-TRAFFIC PSYCHOLOGY AND BEHAVIOUR, 2024, 103 : 512 - 525