Hotspot analysis of single-vehicle lane departure crashes in North Dakota

被引:7
|
作者
Khan, Ihsan Ullah [1 ]
Vachal, Kimberly [1 ]
Ebrahimi, Sajad [3 ]
Wadhwa, Satpal Singh [2 ]
机构
[1] North Dakota State Univ, Fargo, ND 58105 USA
[2] North Dakota State Univ, Upper Great Plains Transportat Inst, Fargo, ND USA
[3] Wagner Coll, Nicolais Sch Business, Staten Isl, NY USA
关键词
Crashes; Hotspots; Moran's I; Space-Time cube; NetKDE; KERNEL DENSITY-ESTIMATION; SPACE-TIME CUBE; SPATIAL ASSOCIATION; ACCIDENT ANALYSIS; PATTERNS; IDENTIFICATION; STATISTICS; CLUSTERS; SPOTS; CITY;
D O I
10.1016/j.iatssr.2022.12.003
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
According to the North Dakota Department of Transportation (NDDOT), 90% of the state's fatal lane departure crashes between 2015 and 2019 occurred on rural roads. Of these, 77% were single-vehicle events. The objective here was to identify relatively high-risk areas on the rural road system. Spatial analysis techniques were explored as a beneficial tool in resource allocations aimed at single-vehicle crash prevention. Hotspot identification tech-niques, including Global Moran's I, local Moran's I, network kernel density estimation (NetKDE), and emerging hotspot analysis were employed. While the Global Moran's I index indicated the existence of crash clustering, the local Moran's I statistic revealed hot and cold spots in the state. The NetKDE approach was used to quantify crash clusters and prioritize locations. Results from NetKDE defined boundaries for each cluster in terms of den-sity values embedded in the roadway. Emerging hotspot analysis evaluated the hot and cold spots with respect to time. This study will provide valuable insight and help decision makers to make more informed decisions with respect to education, enforcement and infrastructure strategies aimed at preventing single-vehicle lane depar-ture crashes. Although limited to a narrow crash type in one state, this approach can inform other jurisdictions seeking to empirically visualize hotspots and more effectively deploy traffic safety strategies. (c) 2022 International Association of Traffic and Safety Sciences. Production and hosting by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
引用
收藏
页码:25 / 34
页数:10
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