A bi-objective latency based vehicle routing problem using hybrid GRASP-NSGAII algorithm

被引:2
|
作者
Barma, Partha Sarathi [1 ]
Dutta, Joydeep [2 ]
Mukherjee, Anupam [3 ]
Kar, Samarjit [4 ]
机构
[1] Univ Burdwan, Ctr Distance & Online Educ, Burdwan, W Bengal, India
[2] Kazi Nazrul Univ, Dept Comp Sci, Asansol, W Bengal, India
[3] Haldia Inst Technol, Sch Appl Sci & Humanities, Dept Math, Haldia, India
[4] Natl Inst Technol, Dept Math, Durgapur, India
关键词
Vehicle routing problem; latency minimization; NSGAII; GRASP; SEARCH; DEPOT;
D O I
10.1080/17509653.2022.2076168
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper proposes a bi-objective capacitated vehicle routing problem with two types of customers based on priority. The priority customers must be served earlier compared to non-priority customers. This paper aims to minimize the total distance traveled by all the vehicles and minimize customers' average latency. This paper considers three scenarios for the average latency calculation based on the customer type. In the first scenario, this paper considers only priority customers' average latency. The second scenario considers the latency of all customers, ignoring the priority. The third scenario considers the average latency of all customers, but priority customers must be served first. A hybrid meta heuristic based on Greedy Randomized Adaptive Search Procedure (GRASP) and Non-dominated Sorting Genetic Algorithm (NSGAII) is developed to solve the proposed model. The proposed model is solved for some of the benchmark data sets from VRP literature, and finally, the results are analyzed with the help of some performance metrics.
引用
收藏
页码:190 / 207
页数:18
相关论文
共 50 条
  • [41] An Ε-constraint column generation-and-enumeration algorithm for Bi-Objective Vehicle Routing Problems
    Glize, Estèle
    Jozefowiez, Nicolas
    Ngueveu, Sandra Ulrich
    Computers and Operations Research, 2022, 138
  • [42] A bi-objective reliable path-finding algorithm for battery electric vehicle routing
    Chen, Xiao-Wei
    Chen, Bi Yu
    Lam, William H.K.
    Tam, Mei Lam
    Ma, Wei
    Expert Systems with Applications, 2021, 182
  • [43] Route stability in vehicle routing decisions: A bi-objective approach using metaheuristics
    Sörensen K.
    Central European Journal of Operations Research, 2006, 14 (2) : 193 - 207
  • [44] A hybrid metaheuristic approach for solving a bi-objective capacitated electric vehicle routing problem with time windows and partial recharging
    Zahedi, Farbod
    Kia, Hamidreza
    Khalilzadeh, Mohammad
    JOURNAL OF ADVANCES IN MANAGEMENT RESEARCH, 2023, 20 (04) : 695 - 729
  • [45] An exact algorithm for the bi-objective timing problem
    Jacquin, Sophie
    Dufosse, Fanny
    Jourdan, Laetitia
    OPTIMIZATION LETTERS, 2018, 12 (04) : 903 - 914
  • [46] A GRASP algorithm based on new randomized heuristic for vehicle routing problem
    Layeb, Abdesslem
    Ammi, Meryem
    Chikhi, Salim
    Journal of Computing and Information Technology, 2013, 21 (01) : 35 - 46
  • [47] An exact algorithm for the bi-objective timing problem
    Sophie Jacquin
    Fanny Dufossé
    Laetitia Jourdan
    Optimization Letters, 2018, 12 : 903 - 914
  • [48] Towards Decision Support in Dynamic Bi-Objective Vehicle Routing
    Bossek, Jakob
    Grimme, Christian
    Rudolph, Guenter
    Trautmann, Heike
    2020 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2020,
  • [49] A heuristic for bi-objective vehicle routing with time window constraints
    Hong, SC
    Park, YB
    INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 1999, 62 (03) : 249 - 258
  • [50] Visual attractiveness in vehicle routing via bi-objective optimization
    Rocha, Diego
    Aloise, Daniel
    Aloise, Dario J.
    Contardo, Claudio
    COMPUTERS & OPERATIONS RESEARCH, 2022, 137