Driver-injury severity in single-vehicle crashes in California: A mixed logit analysis of heterogeneity due to age and gender

被引:300
作者
Kim, Joon-Ki [1 ]
Ulfarsson, Gudmundur F. [2 ]
Kim, Sungyop [3 ]
Shankar, Venkataraman N. [4 ]
机构
[1] Korea Res Inst Human Settlements, Natl Infrastructure & GIS Res Div, Anyang Si 431712, Gyeonggi Do, South Korea
[2] Univ Iceland, Fac Civil & Environm Engn, IS-107 Reykjavik, Iceland
[3] Univ Missouri, Dept Architecture Urban Planning & Design, Kansas City, MO 64110 USA
[4] Penn State Univ, Dept Civil & Environm Engn, University Pk, PA 16802 USA
关键词
Age; Gender; Single-vehicle; Heterogeneity; Mixed logit; Injury severity; TRAFFIC ACCIDENTS; RURAL HIGHWAYS; OLDER DRIVERS; RISK-FACTORS; MODEL; YOUNG;
D O I
10.1016/j.aap.2012.08.011
中图分类号
TB18 [人体工程学];
学科分类号
1201 ;
摘要
This research develops a mixed logit model of driver-injury severity in single-vehicle crashes in California. The research especially considers the heterogeneous effects of age and gender. Older drivers (65+ years old) were found to have a random parameter with about half the population having a higher probability of a fatal injury given a crash than the comparison group of 25-64 year olds with all other factors than age kept constant. The other half of the 65+ population had a lower probability of fatal injury. Heterogeneity was also noted in vehicle age, but related to the gender of the driver, with males linked to, on average, a higher probability of fatal injury in a newer vehicle compared with females, all other factors kept constant. These effects lend support to the use of mixed logit models in injury severity research and show age and gender based population heterogeneity. Several other factors were found to significantly increase the probability of fatal injury for drivers in single-vehicle crashes, most notably: male driver, drunk driving, unsafe speed, older driver (65+) driving an older vehicle, and darkness without streetlights. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1073 / 1081
页数:9
相关论文
共 36 条
[1]   An empirical assessment of fixed and random parameter logit models using crash- and non-crash-specific injury data [J].
Anastasopoulos, Panagiotis Ch. ;
Mannering, Fred .
ACCIDENT ANALYSIS AND PREVENTION, 2011, 43 (03) :1140-1147
[2]  
[Anonymous], 2002, Discrete choice methods with simulation
[3]  
[Anonymous], 2011, ECONOMETRIC ANAL
[4]   Accommodating flexible substitution patterns in multi-dimensional choice modeling: Formulation and application to travel mode and departure time choice [J].
Bhat, CR .
TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 1998, 32 (07) :455-466
[5]   Risk factors to driver fatalities in single-vehicle crashes: Comparisons between non-motorcycle drivers and motorcyclists [J].
Chang, HL ;
Yeh, TH .
JOURNAL OF TRANSPORTATION ENGINEERING, 2006, 132 (03) :227-236
[6]   Injury severities of truck drivers in single- and multi-vehicle accidents on rural highways [J].
Chen, Feng ;
Chen, Suren .
ACCIDENT ANALYSIS AND PREVENTION, 2011, 43 (05) :1677-1688
[7]   Factors influential in making an injury severity difference to older drivers involved in fixed object-passenger car crashes [J].
Dissanayake, S ;
Lu, JJ .
ACCIDENT ANALYSIS AND PREVENTION, 2002, 34 (05) :609-618
[8]   The Mixed Logit model: The state of practice [J].
Hensher, DA ;
Greene, WH .
TRANSPORTATION, 2003, 30 (02) :133-176
[9]   The crash severity impacts of fixed roadside objects [J].
Holdridge, JM ;
Shankar, VN ;
Ulfarsson, GF .
JOURNAL OF SAFETY RESEARCH, 2005, 36 (02) :139-147
[10]   Drink driving and traffic accidents in young people [J].
Horwood, LJ ;
Fergusson, DM .
ACCIDENT ANALYSIS AND PREVENTION, 2000, 32 (06) :805-814