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A Simultaneous Safety Analysis of Crash Frequency and Severity for Highway-Rail Grade Crossings: The Competing Risks Method.

Authors :
Keramati, Amin
Lu, Pan
Zhou, Xiaoyi
Tolliver, Denver
Source :
Journal of Advanced Transportation. 8/3/2020, p1-13. 13p.
Publication Year :
2020

Abstract

This paper proposes a mathematical model, the competing risks method, to investigate highway-rail grade crossing (HRGC) crash frequency and crash severity simultaneously over a 30-year period. The proposed competing risks model is a special type of survival analysis to accommodate the competing nature of multiple outcomes from the same event of interest; in this case, the competing multiple outcomes are crash severities, while event of interest is crash occurrence. Knowledge-gain-based benefits to be discovered through the application of this model and 30-year dataset are as follows: (1) a straightforward and integrated one-step estimation process that considers both crash frequency and severity likelihood in the same model, so direct hazard ranking considering both crash frequency and severity likelihood is possible; (2) interpretative effects of identified covariates from both the direction and magnitude perspectives; and (3) the long-term cumulative effect of contributors with the cumulative incidence function. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
01976729
Database :
Academic Search Index
Journal :
Journal of Advanced Transportation
Publication Type :
Academic Journal
Accession number :
144903235
Full Text :
https://doi.org/10.1155/2020/8878911