A hyper heuristic for the green vehicle routing problem with simultaneous pickup and delivery

被引:59
|
作者
Olgun, Busra [1 ]
Koc, Cagri [2 ]
Altiparmak, Fulya [3 ]
机构
[1] Suleyman Demirel Univ, Dept Ind Engn, Isparta, Turkey
[2] Social Sci Univ Ankara, Dept Business Adm, Ankara, Turkey
[3] Gazi Univ, Dept Ind Engn, Ankara, Turkey
关键词
Vehicle routing problem; Simultaneous pickup and delivery; Hyper heuristic; Green logistics; Iterated local search; OPTIMIZATION MODEL; GENETIC ALGORITHM; FUEL CONSUMPTION; SEARCH ALGORITHM; FLEET; LOGISTICS; EMISSIONS; DESIGN; SINGLE;
D O I
10.1016/j.cie.2020.107010
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper studies the green vehicle routing problem with simultaneous pickup and delivery (G-VRPSPD). It aims to minimize fuel consumption costs while satisfying customer pickup and delivery demands simultaneously. The fuel consumption is directly proportional to green house gas emissions. We mathematically formulate the problem, and develop a hyper-heuristic (HH-ILS) algorithm based on iterative local search and variable neigh-borhood descent heuristics to effectively solve the problem. Extensive computational experiments are conducted to analyze the impact of the G-VRPSPD and the HH-ILS. We investigate the effect of green objective function on total fuel consumption cost by comparing the G-VRPSPD with the VRPSPD. We perform comparative analysis to investigate the performance of HH-ILS. We also conduct sensitivity analysis to investigate the performance of neighborhood structures, hyper heuristic and local search. The results show that the green objective function has a significant effect on total fuel consumption cost. The HH-ILS algorithm yields competitive results when compared with the mathematical formulation and the state-of-the-art heuristics in the literature.
引用
收藏
页数:20
相关论文
共 50 条
  • [1] A parallel heuristic for the Vehicle Routing Problem with Simultaneous Pickup and Delivery
    Subramanian, A.
    Drummond, L. M. A.
    Bentes, C.
    Ochi, L. S.
    Farias, R.
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2010, 37 (11) : 1899 - 1911
  • [2] Hyper-heuristic algorithm for traffic flow-based vehicle routing problem with simultaneous delivery and pickup
    Wang, Zheng
    Liu, Jinlong
    Zhang, Jingling
    [J]. JOURNAL OF COMPUTATIONAL DESIGN AND ENGINEERING, 2023, 10 (06) : 2271 - 2287
  • [3] HETEROGENEOUS VEHICLE ROUTING PROBLEM WITH SIMULTANEOUS PICKUP AND DELIVERY: MATHEMATICAL FORMULATIONS AND A HEURISTIC ALGORITHM
    Kececi, Baris
    Altiparmak, Fulya
    Kara, Imdat
    [J]. JOURNAL OF THE FACULTY OF ENGINEERING AND ARCHITECTURE OF GAZI UNIVERSITY, 2015, 30 (02): : 185 - 195
  • [4] An ILS based heuristic for the Vehicle Routing Problem with Simultaneous Pickup and Delivery and Time Limit
    Subramanian, Anand
    Formiga Cabral, Lucidio dos Anjos
    [J]. EVOLUTIONARY COMPUTATION IN COMBINATORIAL OPTIMIZATION, PROCEEDINGS, 2008, 4972 : 135 - +
  • [5] A Study on Green Two Echelon Vehicle Routing Problem with Simultaneous Pickup and Delivery
    Yildiz, Ece Arzu
    Altiparmak, Fulya
    [J]. PROCEEDINGS OF THE SIXTEENTH INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE AND ENGINEERING MANAGEMENT - VOL 1, 2022, 144 : 778 - 793
  • [6] FUZZY GREEN VEHICLE ROUTING PROBLEM WITH SIMULTANEOUS PICKUP - DELIVERY AND TIME WINDOWS
    Majidi, Setareh
    Hosseini-Motlagh, Seyyed-Mahdi
    Yaghoubi, Saeed
    Jokar, Abbas
    [J]. RAIRO-OPERATIONS RESEARCH, 2017, 51 (04) : 1151 - 1176
  • [7] An ant colony system based heuristic algorithm for the vehicle routing problem with simultaneous delivery and pickup
    Chen, Ping
    Huang, Houkuan
    Dong, Xingye
    [J]. ICIEA 2007: 2ND IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-4, PROCEEDINGS, 2007, : 136 - 141
  • [8] Solution approaches for the green vehicle routing problem with time window and simultaneous pickup and delivery
    Boz, Esra
    Calik, Ahmet
    Sahin, Yusuf
    [J]. JOURNAL OF THE FACULTY OF ENGINEERING AND ARCHITECTURE OF GAZI UNIVERSITY, 2024, 39 (02): : 757 - 770
  • [9] The vehicle routing problem with simultaneous pickup and delivery and occasional drivers
    Yu, Vincent F.
    Aloina, Grace
    Jodiawan, Panca
    Gunawan, Aldy
    Huang, Tsung-Chi
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2023, 214
  • [10] The Vehicle Routing Problem with Simultaneous Pickup and Delivery and Parcel Lockers
    Yu, Vincent F.
    Susanto, Hadi
    Yeh, Yu-Hsuan
    Lin, Shih-Wei
    Huang, Yu-Tsung
    [J]. MATHEMATICS, 2022, 10 (06)