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Derivation and Validation of New Simulation-Based Surrogate Safety Measure

Kaan ÖzbayHong YangBekir BartinSandeep Mudigonda

Abstract

Traffic safety evaluation is one of the most important processes in analyzing transportation systems performance. Traditional methods like statistical models and before-after comparisons have many drawbacks, such as limited time periods, sample size problems, and reporting errors. The advancement of traffic conflict techniques combined with microsimulation offers a potentially innovative way for conducting safety assessment of traffic systems even before safety improvements are implemented. In this paper, simulation-based safety studies are reviewed, and a modified simulation-based surrogate safety measure and a new simulation-based surrogate safety measure that can capture the probability of collisions, as well as the severity of these potential collisions, are proposed. Conceptual and computational logic of the proposed surrogate safety indicators are described in detail. These surrogate safety indices are initially proposed for link-based analysis and should not be used for other purposes, such as intersection safety assessment, without further enhancements, and the use of these indices should be limited to the analysis of linear conflicts. In addition, these link-based indices are extended to be able to conduct aggregate networkwide safety assessments. The proposed indices are validated by means of a well-calibrated traffic simulation model of a section of the New Jersey Turnpike and real accident data from the same section. Preliminary results indicate a strong relationship between the proposed surrogate safety measures and real accident data. Further research is needed to investigate these new surrogate safety indices under different locations and traffic conditions.

Traffic and Road SafetyTraffic control and managementTransportation Planning and OptimizationIntersection (aeronautics)Measure (data warehouse)Traffic simulationComputer scienceMicrosimulationSurrogate modelReliability engineeringData miningEngineeringTransport engineering
Citations
368
FWCI
9.61
field-weighted impact
References
18
Percentile
97%
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Citations per year
References
Extended time-to-collision measures for road traffic safety assessment
Accident Analysis & Prevention · 2001 · 885 citations
Surrogate Safety Measures from Traffic Simulation Models
Transportation Research Record Journal of the Transportation Research Board · 2003 · 651 citations
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