A convex optimization approach for solving the single-vehicle cyclic inventory routing problem

被引:21
作者
Lefever, Wouter [1 ,2 ]
Aghezzaf, El-Houssaine [1 ]
Hadj-Hamou, Khaled [2 ]
机构
[1] Univ Ghent, Dept Ind Engn Syst & Prod Design, Technol Pk 903, B-9052 Zwijnaarde, Belgium
[2] Univ Grenoble Alpes, CNRS, G SCOP, F-38000 Grenoble, France
关键词
Routing; Inventory; Single-vehicle cyclic inventory routing problem; Convex optimization; DISTRIBUTION-SYSTEMS; ALGORITHM; COSTS;
D O I
10.1016/j.cor.2016.02.010
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper investigates the mathematical structure of the Single-Vehicle Cyclic Inventory Routing Problem (SV-CIRP). The SV-CIRP is an optimization problem consisting of finding a recurring distribution plan, from a single depot to a selected subset of retailers, that maximizes the collected rewards from the visited retailers while minimizing transportation and inventory costs. It appears as fundamental building block for all variants of the cyclic inventory routing problem (CIRP). One of the main complications in developing solution methods for the SV-CIRP using the current formulations is the non-convexity of the objective function. We demonstrate how the problem can be reformulated so that its continuous relaxation is a convex optimization problem. We further examine its mathematical properties and compare our findings with statements previously done in literature. Based of these findings we propose an algorithm that solves the SV-CIRP more effectively. We present experimental results on well-known benchmark instances, for which we are able to find optimal solutions for 22 out of 50 instances and obtained new best known solutions to 23 other instances. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:97 / 106
页数:10
相关论文
共 21 条
[1]   A price-directed approach to stochastic inventory/routing [J].
Adelman, D .
OPERATIONS RESEARCH, 2004, 52 (04) :499-514
[2]   Modeling inventory routing problems in supply chains of high consumption products [J].
Aghezzaf, EH ;
Raa, B ;
Van Landeghem, H .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2006, 169 (03) :1048-1063
[3]   Analysis of the single-vehicle cyclic inventory routing problem [J].
Aghezzaf, El-Houssaine ;
Zhong, Yiqing ;
Raa, Birger ;
Mateo, Manel .
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2012, 43 (11) :2040-2049
[4]   2-ECHELON DISTRIBUTION-SYSTEMS WITH VEHICLE-ROUTING COSTS AND CENTRAL INVENTORIES [J].
ANILY, S ;
FEDERGRUEN, A .
OPERATIONS RESEARCH, 1993, 41 (01) :37-47
[5]   Minimization of logistic costs with given frequencies [J].
Bertazzi, L ;
Speranza, MG ;
Ukovich, W .
TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 1997, 31 (04) :327-340
[6]   A LOCATION BASED HEURISTIC FOR GENERAL ROUTING-PROBLEMS [J].
BRAMEL, J ;
SIMCHILEVI, D .
OPERATIONS RESEARCH, 1995, 43 (04) :649-660
[7]   Probabilistic analyses and algorithms for three-level distribution systems [J].
Chan, LMA ;
Simchi-Levi, D .
MANAGEMENT SCIENCE, 1998, 44 (11) :1562-1576
[8]   A decomposition-based heuristic for the multiple-product inventory-routing problem [J].
Cordeau, Jean-Francois ;
Lagana, Demetrio ;
Musmanno, Roberto ;
Vocaturo, Francesca .
COMPUTERS & OPERATIONS RESEARCH, 2015, 55 :153-166
[9]  
Frank M., 1956, NAV RES LOG, V3, P95, DOI [10.1002/nav.3800030109, https://doi.org/10.1002/nav.3800030109]
[10]   Heuristics for a one-warehouse multiretailer distribution problem with performance bounds [J].
Herer, Y ;
Roundy, R .
OPERATIONS RESEARCH, 1997, 45 (01) :102-115