Robust modeling of the multi-depot vehicle routing problem under uncertain demands

被引:0
作者
Li, Jinqing [1 ]
Qi, Qi [1 ]
Li, Ni [2 ,3 ]
Han, Yibo [1 ]
机构
[1] Hainan Univ, Sch Comp Sci & Technol, Haikou 570228, Hainan, Peoples R China
[2] Hainan Normal Univ, Sch Math & Stat, Haikou 571158, Hainan, Peoples R China
[3] Hainan Normal Univ, Minist Educ, Key Lab Data Sci & Smart Educ, Haikou 571158, Hainan, Peoples R China
来源
PROCEEDINGS OF THE 2024 27 TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN, CSCWD 2024 | 2024年
基金
中国国家自然科学基金; 海南省自然科学基金;
关键词
Vehicle routing problem; Robust optimization; Uncertain demand; Multi-depot; Time windows;
D O I
10.1109/CSCWD61410.2024.10580781
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, we focus on the multi-depot vehicle routing problem with time window constraints (MDVRPTW) under uncertain demands. It constitutes a practical and challenging problem in logistics and supply chain management. When customers' demands change, using the deterministic VRP model may turn the originally feasible routing solution into an infeasible one, which eventually will lead to profit loss. To address this issue, we propose a robust model to minimize the total cost while considering the uncertainty of customers' demands. We then convert the model into a linear robust formulation and solve it using Gurobi. The experimental results verify that the robust optimization model is more reliable and resilient than the deterministic one, and can effectively suppress the perturbations caused by the demands uncertainty.
引用
收藏
页码:2185 / 2190
页数:6
相关论文
共 18 条
[1]  
[Anonymous], GUROBI OPTIMIZER REF, P2021
[2]   Multi-depot vehicle routing problem with time windows considering delivery and installation vehicles [J].
Bae, Heechul ;
Moon, Ilkyeong .
APPLIED MATHEMATICAL MODELLING, 2016, 40 (13-14) :6536-6549
[3]  
Ben-Tal A, 2009, PRINC SER APPL MATH, P3
[4]   The price of robustness [J].
Bertsimas, D ;
Sim, M .
OPERATIONS RESEARCH, 2004, 52 (01) :35-53
[5]   Theory and Applications of Robust Optimization [J].
Bertsimas, Dimitris ;
Brown, David B. ;
Caramanis, Constantine .
SIAM REVIEW, 2011, 53 (03) :464-501
[6]   Worst-case demand distributions in vehicle routing [J].
Carlsson, John Gunnar ;
Behroozi, Mehdi .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2017, 256 (02) :462-472
[7]   A unified tabu search heuristic for vehicle routing problems with time windows [J].
Cordeau, JF ;
Laporte, G ;
Mercier, A .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2001, 52 (08) :928-936
[8]   Exact approaches to the robust vehicle routing problem with time windows and multiple deliverymen [J].
De La Vega, Jonathan ;
Munari, Pedro ;
Morabito, Reinaldo .
COMPUTERS & OPERATIONS RESEARCH, 2020, 124
[9]  
Li N., ANN OPERATIONS RES
[10]  
Li XB, 2021, CHIN CONTR CONF, P3005, DOI 10.23919/CCC52363.2021.9549537