Two Stage Distributionally Robust Optimization for Post-Disaster Material Supply Network

被引:0
|
作者
Zhang, Dongdong [1 ]
Hu, Qinghe [1 ]
Wang, Yiming [1 ]
Shang, Hanxing [1 ]
Hua, Xilong [1 ]
机构
[1] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110819, Peoples R China
关键词
Post-disaster material supply chain; Two-stage programming; Distributionally robust optimization; Semidefinite programming; LOCATION;
D O I
10.1109/CCDC62350.2024.10587897
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Material supply network for emergency rescue of natural disasters is of vital importance in reducing casualties and protecting people's lives and property. This paper introduces a post-disaster rescue material supply network. Due to the strong uncertainty of material demand in disaster-stricken areas and the difficulty in obtaining probability distributions with sufficient accuracy, we propose a two-stage distribution robust optimization method. We construct the ambiguity set of material demand in the supply network based on statistics such as the first and second moments from historical data. Then, the optimization problem is formulated as a two-stage stochastic robust optimization model. Linear decision-making rules and duality theory are jointly applied to facilitate solving process of the proposed optimization model. Via a numerical experiment, the effectiveness of the proposed approach is validated.
引用
收藏
页码:4867 / 4872
页数:6
相关论文
共 50 条
  • [31] Supply Chain Network Design under Demand Uncertainty and Supply Disruptions: A Distributionally Robust Optimization Approach
    Qiu, Ruozhen
    Wang, Yizhi
    SCIENTIFIC PROGRAMMING, 2016, 2016
  • [32] Distributionally robust optimization for a capacity-sharing supply chain network design problem
    Niu, Sha
    Sun, Gaoji
    Yang, Guoqing
    JOURNAL OF CLEANER PRODUCTION, 2024, 447
  • [33] Two Stages Post-Disaster Humanitarian Logistics
    Singh, Akash
    Bera, Uttam Kumar
    Sarma, Deepshikha
    2017 IEEE REGION 10 HUMANITARIAN TECHNOLOGY CONFERENCE (R10-HTC), 2017, : 259 - 262
  • [34] Early stage response problem for post-disaster incidents
    Kim, Sungwoo
    Shin, Youngchul
    Lee, Gyu M.
    Moon, Ilkyeong
    ENGINEERING OPTIMIZATION, 2018, 50 (07) : 1198 - 1211
  • [35] In- and Post-disaster Two-stage Coordinated Resilience Recovery Decision of Distribution Network Considering Distributed Generators
    Liu Y.
    Zhang F.
    Zhang G.
    Ding L.
    Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2024, 48 (02): : 48 - 59
  • [36] A two-stage algorithm for vehicle routing problem with charging relief in post-disaster
    Liu, Qixing
    Xu, Peng
    Wu, Yuhu
    Shen, Tielong
    IET INTELLIGENT TRANSPORT SYSTEMS, 2023, 17 (08) : 1525 - 1543
  • [37] Decision bounding problems for two-stage distributionally robust stochastic bilevel optimization
    Tong, Xiaojiao
    Li, Manlan
    Sun, Hailin
    JOURNAL OF GLOBAL OPTIMIZATION, 2023, 87 (2-4) : 679 - 707
  • [38] Decision bounding problems for two-stage distributionally robust stochastic bilevel optimization
    Xiaojiao Tong
    Manlan Li
    Hailin Sun
    Journal of Global Optimization, 2023, 87 : 679 - 707
  • [39] Two-stage distributionally robust optimization for integrated train stop planning and timetabling
    Zhang C.-T.
    Qi J.-G.
    Yang K.
    Yang L.-X.
    Gao Z.-Y.
    Gao Y.
    Kongzhi yu Juece/Control and Decision, 2023, 38 (04): : 1065 - 1073
  • [40] Data-driven two-stage distributionally robust optimization with risk aversion
    Huang, Ripeng
    Qu, Shaojian
    Gong, Zaiwu
    Goh, Mark
    Ji, Ying
    APPLIED SOFT COMPUTING, 2020, 87