An optimization-based heuristic for the Multi-objective Undirected Capacitated Arc Routing Problem

被引:24
|
作者
Grandinetti, L. [1 ]
Guerriero, F. [1 ]
Lagana, D. [1 ]
Pisacane, O. [1 ]
机构
[1] Univ Calabria, Dipartimento Elettron Informat & Sistemist, Arcavacata Di Rende, CS, Italy
关键词
Multi-objective combinatorial optimization; Arc routing problems; Hybrid heuristic algorithm; ALGORITHM;
D O I
10.1016/j.cor.2011.12.009
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The Multi-objective Undirected Capacitated Arc Routing Problem (MUCARP) is the optimization problem aimed at finding the best strategy for servicing a subset of clients localized along the links of a logistic network, by using a fleet of vehicles and optimizing more than one objective. In general, the first goal consists in minimizing the total transportation cost, and in this case the problem brings back to the well-known Undirected Capacitated Arc Routing Problem (UCARP). The motivation behind the study of the MUCARP lies in the study of real situations where companies working in the logistic distribution field deal with complex operational strategies, in which different actors (trucks, drivers, customers) have to be allocated within an unified framework by taking into account opposite needs and different employment contracts. All the previous considerations lead to the MUCARP as a benchmark optimization problem for modeling practical situations. In this paper, the MUCARP is heuristically tackled. In particular, three competitive objectives are minimized at the same time: the total transportation cost, the longest route cost (makespan) and the number of vehicles (i.e., the total number of routes). An approximation of the optimal Pareto front is determined through an optimization-based heuristic procedure. whose performances are tested and analyzed on classical benchmark instances. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2300 / 2309
页数:10
相关论文
共 50 条
  • [1] An Approximate ε-Constraint Method for the Multi-objective Undirected Capacitated Arc Routing Problem
    Grandinetti, Lucio
    Guerriero, Francesca
    Lagana, Demetrio
    Pisacane, Ornella
    EXPERIMENTAL ALGORITHMS, PROCEEDINGS, 2010, 6049 : 214 - 225
  • [2] The undirected capacitated arc routing problem with profits
    Archetti, Claudia
    Feillet, Dominique
    Hertz, Alain
    Speranza, M. Grazia
    COMPUTERS & OPERATIONS RESEARCH, 2010, 37 (11) : 1860 - 1869
  • [3] An Improved Multi-Objective Genetic Programming Hyper-Heuristic with Archive for Uncertain Capacitated Arc Routing Problem
    Wang, Shaolin
    Mei, Yi
    Zhang, Mengjie
    2021 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI 2021), 2021,
  • [4] An Improved Decomposition-Based Memetic Algorithm for Multi-Objective Capacitated Arc Routing Problem
    Shang, Ronghua
    Wang, Jia
    Jiao, Licheng
    Wang, Yuying
    APPLIED SOFT COMPUTING, 2014, 19 : 343 - 361
  • [5] Immune clonal algorithm based on directed evolution for multi-objective capacitated arc routing problem
    Shang, Ronghua
    Du, Bingqi
    Ma, Hongna
    Jiao, Licheng
    Xue, Yu
    Stolkin, Rustam
    APPLIED SOFT COMPUTING, 2016, 49 : 748 - 758
  • [6] A multi-population cooperative coevolutionary algorithm for multi-objective capacitated arc routing problem
    Shang, Ronghua
    Wang, Yuying
    Wang, Jia
    Jiao, Licheng
    Wang, Shuo
    Qi, Liping
    INFORMATION SCIENCES, 2014, 277 : 609 - 642
  • [7] Improved Memetic Algorithm for Multi-depot Multi-objective Capacitated Arc Routing Problem
    Wan, Jie
    Chen, Xinghan
    Li, Ruichang
    2019 8TH INTERNATIONAL CONFERENCE ON TRANSPORTATION AND TRAFFIC ENGINEERING (ICTTE 2019), 2020, 308
  • [8] Computing Power Network: Multi-Objective Optimization-Based Routing
    Xie, Yunpeng
    Huang, Xiaoyao
    Li, Jingchun
    Liu, Tianhe
    SENSORS, 2023, 23 (15)
  • [9] A Multi-Objective Genetic Programming Hyper-Heuristic Approach to Uncertain Capacitated Arc Routing Problems
    Wang, Shaolin
    Mei, Yi
    Zhang, Mengjie
    2020 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2020,
  • [10] An improved heuristic for the capacitated arc routing problem
    Santos, Luis
    Coutinho-Rodrigues, Joao
    Current, John R.
    COMPUTERS & OPERATIONS RESEARCH, 2009, 36 (09) : 2632 - 2637