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A variance maximization basedweight optimization method for railway transportation safety performance measurement

  • Dongye Sun*
  • , Yuanhua Jia
  • , Lingqiao Qin
  • , Yang Yang
  • , Juyong Zhang
  • *Corresponding author for this work
  • Beijing Jiaotong University
  • University of Wisconsin-Madison
  • Hangzhou Dianzi University

Research output: Contribution to journalArticlepeer-review

Abstract

Based on the idea of maximizing variances, a weight optimization method is proposed in this research to improve railway transportation safety evaluation. Firstly, the main evaluation indicators that can reflect the safety of railway transportation are selected as the independent variables. Secondly, in order to avoid the influence of experts' empowerment on the evaluation results of railway transport safety, fuzzy set theory is introduced to generate the variation range of the weights of each evaluation index, which is used as the constraint of weight optimization model. Then, the weight optimization model for railway transportation safety performance measurement is established based on the principle of maximum variance. The structure of the optimization model shows the characteristics of the quadratic programming model. Therefore, the optimal weight is calculated by using the branch bounded algorithm, which is one of the quadratic programming model solution algorithms. Finally, the empirical analysis of the safety performance measurement for 18 railway bureaus shows that using the optimized index weight for safety performance measurement can not only make full use of prior information but also ensure that 18 railway bureaus can be distinguished to the maximum extent.

Original languageEnglish
Article number2903
JournalSustainability (Switzerland)
Volume10
Issue number8
DOIs
StatePublished - 16 Aug 2018
Externally publishedYes

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy

Keywords

  • Railway transportation
  • Safety performance measurement
  • Variance maximization
  • Weight optimization

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