A Metaheuristic based on Non-Dominated Sorting Genetic Algorithm II, applied to the Vehicle Routing Problem of Perishable Products

被引:0
|
作者
Nisperuza P.A. [1 ]
López J.M. [1 ]
Hernández H.E. [1 ]
机构
[1] Facultad de Ingeniería, Dpto. de Ingeniería Industrial, Universidad de Córdoba, Montería
来源
Informacion Tecnologica | 2019年 / 30卷 / 06期
关键词
Algorithm; NSGA II; Pareto front; Perishable products; Vehicle routing;
D O I
10.4067/S0718-07642019000600223
中图分类号
学科分类号
摘要
This article presents a new algorithm based on non-dominated sorting genetic algorithm II (NSGA II) for the distribution of perishable products, which minimizes the number of damaged products and the total distance traveled in the delivery of these. Both algorithms were tested in instances of the literature of 50 and 100 clients, to evaluate the quality and efficiency of the same. From the analysis, it was obtained that the proposed algorithm has the capacity to generate better results comparing it with the NSGA II for instances of 50 clients. However, their solutions lose quality when the instances are 100 clients and the complexity of the problem increases. Therefore, the decision makers have now, as a tool, this comparison for the planning of routes of perishable products according to the number of clients. © 2019 Centro de Informacion Tecnologica. All rights reserved.
引用
收藏
页码:223 / 232
页数:9
相关论文
共 50 条
  • [1] GREEDY NON-DOMINATED SORTING IN GENETIC ALGORITHM-II FOR VEHICLE ROUTING PROBLEM IN DISTRIBUTION
    Wei Tian
    Fan Wenhui
    Xu Huayu
    [J]. CHINESE JOURNAL OF MECHANICAL ENGINEERING, 2008, 21 (06) : 18 - 24
  • [2] GREEDY NON-DOMINATED SORTING IN GENETIC ALGORITHM-ⅡFOR VEHICLE ROUTING PROBLEM IN DISTRIBUTION
    WEI Tian FAN Wenhui XU Huayu National CIMS Engineering Research Center
    [J]. Chinese Journal of Mechanical Engineering, 2008, 21 (06) : 18 - 24
  • [3] Solving a New Multi-objective Inventory-Routing Problem by a Non-dominated Sorting Genetic Algorithm
    Arab, R.
    Ghaderi, S. F.
    Tavakkoli-Moghaddam, R.
    [J]. INTERNATIONAL JOURNAL OF ENGINEERING, 2018, 31 (04): : 588 - 596
  • [4] A New Selection Without Replacement for Non-dominated Sorting Genetic Algorithm II
    Wang, Yechuang
    Zhu, Zhuanghua
    Zhang, Maoqing
    Cui, Zhihua
    Cai, Xingjuan
    [J]. INTELLIGENT COMPUTING METHODOLOGIES, ICIC 2018, PT III, 2018, 10956 : 815 - 820
  • [5] Studying the Reporting Cells Planning with the Non-dominated Sorting Genetic Algorithm II
    Berrocal-Plaza, Victor
    Vega-Rodriguez, Miguel A.
    Sanchez-Perez, Juan M.
    [J]. APPLICATIONS OF EVOLUTIONARY COMPUTATION, 2014, 8602 : 63 - 74
  • [6] Efficient Constellation Design Based on Improved Non-dominated Sorting Genetic Algorithm-II
    Mao, Tengyue
    Xu, Zhengquan
    Hou, Rui
    [J]. JOURNAL OF COMPUTERS, 2012, 7 (06) : 1337 - 1344
  • [7] Parallel non-dominated sorting genetic algorithm-II-based image encryption technique
    Kaur, Manjit
    Kumar, Vijay
    [J]. IMAGING SCIENCE JOURNAL, 2018, 66 (08): : 453 - 462
  • [8] An Improved Non-dominated Sorting Genetic Algorithm-II (INSGA-II) applied to the design of DNA codewords
    Wang, Yanfeng
    Shen, Yongpeng
    Zhang, Xuncai
    Cui, Guangzhao
    Sun, Junwei
    [J]. MATHEMATICS AND COMPUTERS IN SIMULATION, 2018, 151 : 131 - 139
  • [9] Mathematical runtime analysis for the non-dominated sorting genetic algorithm II (NSGA-II)
    Zheng, Weijie
    Doerr, Benjamin
    [J]. ARTIFICIAL INTELLIGENCE, 2023, 325
  • [10] A problem-specific non-dominated sorting genetic algorithm for supervised feature selection
    Zhou, Yu
    Zha, Wenjun
    Kang, Junhao
    Zhang, Xiao
    Wang, Xu
    [J]. INFORMATION SCIENCES, 2021, 547 : 841 - 859