A Two-Stage Robust Optimization for Reliable Logistics Network Design via Evolutionary Computation

被引:0
|
作者
He, Junqi [1 ]
Yang, Dongsheng [1 ]
Wang, Xin [1 ]
机构
[1] Northeastern Univ, Shenyang, Peoples R China
关键词
Logistics Management; Logistics Network; Robust Optimization; Evolutionary Computation; Multi-Objective Optimization; Disruption Management;
D O I
10.4018/IJSIR.354885
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a novel two-stage robust optimization model for designing a dependable logistics network that integrates evolutionary computation techniques. The proposed model considers both the normal and disrupted states of the logistics network and seeks to reduce the overall network cost and operating time in different disruption situations. The challenge is a multi-objective optimization problem addressed using a hybrid evolutionary method that combines the advantages of the non-dominated sorting genetic algorithm with the large neighborhood search heuristic. Numerical experiments are conducted on various test instances to demonstrate the effectiveness and efficiency of the proposed model and algorithm. The results show that the proposed algorithm can generate robust and reliable logistics network designs resilient to disruptions and uncertainties, leading to significant improvements in logistics performance and cost savings compared to traditional methods.
引用
收藏
页数:26
相关论文
共 50 条
  • [1] Managing reliable emergency logistics for hazardous materials: A two-stage robust optimization approach
    Ke, Ginger Y.
    COMPUTERS & OPERATIONS RESEARCH, 2022, 138
  • [2] Reliability Logistics Network Design Based on Two Stage Robust Optimization
    Shi C.-W.
    Ma C.-X.
    Ma C.-R.
    Jiaotong Yunshu Xitong Gongcheng Yu Xinxi/Journal of Transportation Systems Engineering and Information Technology, 2023, 23 (02): : 285 - 299
  • [3] Two-Stage robust optimization problems with two-stage uncertainty
    Goerigk, Marc
    Lendl, Stefan
    Wulf, Lasse
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2022, 302 (01) : 62 - 78
  • [4] Two-stage robust wireless body area network design
    Raayatpanah, Mohammad Ali
    Abyaneh, Atefeh Abdolah
    Elias, Jocelyne
    Martignon, Fabio
    INTERNET OF THINGS, 2025, 31
  • [5] On robust optimization of two-stage systems
    Takriti, S
    Ahmed, S
    MATHEMATICAL PROGRAMMING, 2004, 99 (01) : 109 - 126
  • [6] On robust optimization of two-stage systems
    Samer Takriti
    Shabbir Ahmed
    Mathematical Programming, 2004, 99 : 109 - 126
  • [7] Two-Stage Robust Optimization for Large Logistics Parks to Participate in Grid Peak Shaving
    Zhou, Jiu
    Zhang, Jieni
    Qiu, Zhaoming
    Yu, Zhiwen
    Cui, Qiong
    Tong, Xiangrui
    SYMMETRY-BASEL, 2024, 16 (08):
  • [8] Resilience improvement model of distribution network based on two-stage robust optimization
    Shen, Yutong
    Wang, Guoqing
    Zhu, Jianming
    ELECTRIC POWER SYSTEMS RESEARCH, 2023, 223
  • [9] A New Two-Stage Evolutionary Algorithm for Many-Objective Optimization
    Sun, Yanan
    Xue, Bing
    Zhang, Mengjie
    Yen, Gary G.
    IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2019, 23 (05) : 748 - 761
  • [10] A two-stage robust model for express service network design with surging demand
    Zhang, X.
    Liu, X.
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2022, 299 (01) : 154 - 167