Conditional Value-at-Risk Optimization of Traffic Control at Isolated Intersection

被引:0
|
作者
Papatzikou, Eleni [1 ]
Stathopoulos, Antony [1 ]
机构
[1] Natl Tech Univ Athens, Sch Civil Engn, Dept Transportat Planning & Engn, Athens, Greece
关键词
Conditional value-at-Risk; Traffic control optimization; time-dependent delay estimation; scatter search algorithm; MODEL;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a new method for optimizing fixed-time traffic control plans and timings at isolated intersections by minimizing the Conditional Value-at-Risk (CVaR) of the intersection's average delay over an extended peak period. The optimization algorithm was implemented in Matlab using a scatter search algorithm to minimize the CVaR of the average delay which is based on the HCM formula for multiple period analysis. The proposed method incorporates the risk analysis and time dependent delay estimation. Numerical experiments were performed with AIMSUN in a reference intersection for an extended peak period of 3 hours to provide evidence of the advantages of this optimization method with respect to conventional optimization techniques through the analysis of 48 experiments.
引用
下载
收藏
页码:627 / 632
页数:6
相关论文
共 50 条
  • [1] Conditional Value-at-Risk: Optimization approach
    Uryasev, S
    Rockafellar, RT
    STOCHASTIC OPTIMIZATION: ALGORITHMS AND APPLICATIONS, 2001, 54 : 411 - 435
  • [2] Suboptimality in portfolio conditional value-at-risk optimization
    Jakobsons, Edgars
    JOURNAL OF RISK, 2016, 18 (04): : 1 - 23
  • [3] Credit risk optimization with Conditional Value-at-Risk criterion
    Fredrik Andersson
    Helmut Mausser
    Dan Rosen
    Stanislav Uryasev
    Mathematical Programming, 2001, 89 : 273 - 291
  • [4] Credit risk optimization with Conditional Value-at-Risk criterion
    Andersson, F
    Mausser, H
    Rosen, D
    Uryasev, S
    MATHEMATICAL PROGRAMMING, 2001, 89 (02) : 273 - 291
  • [5] Optimization with Multivariate Conditional Value-at-Risk Constraints
    Noyan, Nilay
    Rudolf, Gabor
    OPERATIONS RESEARCH, 2013, 61 (04) : 990 - 1013
  • [6] Portfolio Optimization Model Of Conditional Value-at-Risk
    He, Linjie
    Liang, Lin
    Ma, Chaoqun
    Zhang, Xiaoyong
    ADVANCES IN BUSINESS INTELLIGENCE AND FINANCIAL ENGINEERING, 2008, 5 : 957 - +
  • [7] Conditional value-at-risk in portfolio optimization: Coherent but fragile
    Lim, Andrew E. B.
    Shanthikumar, J. George
    Vahn, Gah-Yi
    OPERATIONS RESEARCH LETTERS, 2011, 39 (03) : 163 - 171
  • [8] Mean Conditional Value-at-Risk Model for Portfolio Optimization
    Gao, Jianwei
    Liu, Lufang
    2009 INTERNATIONAL CONFERENCE ON BUSINESS INTELLIGENCE AND FINANCIAL ENGINEERING, PROCEEDINGS, 2009, : 246 - 250
  • [9] Distributionally robust reinsurance with Value-at-Risk and Conditional Value-at-Risk
    Liu, Haiyan
    Mao, Tiantian
    INSURANCE MATHEMATICS & ECONOMICS, 2022, 107 : 393 - 417
  • [10] Conditional Value-at-Risk and Average Value-at-Risk: Estimation and Asymptotics
    Chun, So Yeon
    Shapiro, Alexander
    Uryasev, Stan
    OPERATIONS RESEARCH, 2012, 60 (04) : 739 - 756