Random Regret-Minimization Model for Emergency Resource Preallocation at Freeway Accident Black Spots

Author:

Luan Siliang123ORCID,Yang Qingfang123ORCID,Wang Wei123ORCID,Jiang Zhongtai123ORCID,Xing Ruru123ORCID,Chu Ruijuan123ORCID

Affiliation:

1. School of Transportation, Jilin University, Changchun 130022, Jilin, China

2. Jilin Research Center for Intelligent Transportation System, Jilin University, Changchun 130022, Jilin, China

3. Jilin Province Key Laboratory of Road Traffic, Jilin University, Changchun 130022, Jilin, China

Abstract

The preallocation of emergency resources is a mechanism increasing preparedness for uncertain traffic accidents under different weather conditions. This paper introduces the concept of accident probability of black spots and an improved accident frequency method to identify accident black spots and obtain the accident probability. At the same time, we propose a three-stage random regret-minimization (RRM) model to minimize the regret value of the attribute of overall response time, cost, and demand, which allocates limited emergency resources to more likely to happen accident spots. Due to the computational complexity of our model, a genetic algorithm is developed to solve a large-scale instance of the problem. A case study focuses on three-year rainy accidents’ data in Weifang, Linyi, and Rizhao of China to test the correctness and validity of the application of the model.

Funder

National Key Technology Support Program

Publisher

Hindawi Limited

Subject

Strategy and Management,Computer Science Applications,Mechanical Engineering,Economics and Econometrics,Automotive Engineering

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