A Composite Rank Measure based on Principal Component Analysis for Hotspot Identification on Highways
Abstract
Identification of hotspots or high-crash locations on highways is important to ensure public safety and minimize loss of life, risk of injury and/or trauma; reduce crash cost to society; and any interruption to traffic flow. Many performance measures are available for use in identification of hotspots. Current performance measures, however, suffer from lack of accounting for traffic volume, crash injury severity, justification of weights used for ranking of sites, and issues with statistical distribution of crash data. This article proposes a composite rank measure based on principal component analysis to overcome limitations of existing measures for network screening. The results of a proposed measure called Composite Principal Rank Measure (CPRM) is demonstrated with interstate, U.S. and state highway data and compared against the commonly used sum-of-rank (SOR) measure. CPRM and SOR are evaluated based on several empirical and simulated data tests. CPRM was found to be robust and outperformed the SOR measure and is recommended for identification of hotspots. To ensure extensive evaluation of the measures, the entire highway routes are examined in this article.
Recommended Citation
G. H. Bham et al., "A Composite Rank Measure based on Principal Component Analysis for Hotspot Identification on Highways," Journal of Transportation Safety and Security, vol. 11, no. 3, pp. 225 - 242, Taylor and Francis Group; Taylor and Francis, May 2019.
The definitive version is available at https://doi.org/10.1080/19439962.2017.1384417
Department(s)
Civil, Architectural and Environmental Engineering
Keywords and Phrases
accident prone locations; blackspots; crash data; crash frequency; empirical Bayes; high accident locations; hotspot identification (HSID) measures; hotspots; injury severity; principal component analysis
International Standard Serial Number (ISSN)
1943-9970; 1943-9962
Document Type
Article - Journal
Document Version
Citation
File Type
text
Language(s)
English
Rights
© 2024 Taylor and Francis Group; Taylor and Francis, All rights reserved.
Publication Date
04 May 2019
Comments
Arkansas State Highway and Transportation Department, Grant None