A fuzzy optimization approach to the capacitated node-routing problem for municipal solid waste collection with multiple tours: A case study

被引:25
|
作者
Aliahmadi, Seyed Zeinab [1 ]
Barzinpour, Farnaz [1 ]
Pishvaee, Mir Saman [1 ]
机构
[1] Iran Univ Sci & Technol, Sch Ind Engn, Tehran 16844, Iran
关键词
Municipal solid waste management; heterogeneous fleet; multiple depots; multiple intermediate facilities; genetic algorithm; uncertainty; TIME WINDOWS; CITY; ALGORITHM; PERIOD; SYSTEM; MODEL; GIS;
D O I
10.1177/0734242X19879754
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In many countries, municipal solid waste management is considered a very important challenge, and the most relevant costs in this field are dedicated to the collection process. Therefore, this study aimed to propose a mathematical model with multiple depots and multiple intermediate facilities to minimize fixed and variable costs of waste collection. Intermediate facilities are used in the developed countries in their waste collection network, because these facilities reduce the long-term costs of waste management and increase the quality of the waste collection process. Also, in reality, the amount of waste generated per day is not deterministic, so, to cope with the issue of uncertainty in the amount of waste, a fuzzy optimization approach was considered. Furthermore, a system where vehicles that could collect the wastes in multiple tours, with a maximum number of tours for each vehicle, was also considered. Due to the high complexity of this model, a genetic algorithm was elaborated. Further, the efficiency of the proposed algorithm was confirmed by comparison with the exact solution in small dimensions. It should be noted that the initial solution of this algorithm was obtained by a proposed heuristic algorithm. Finally, a case study on the vehicle routing of municipal solid waste was conducted in a district of Tehran, Iran. Moreover, the solutions of the model were validated by comparing the results of the proposed model and the current real-life situation. The contractors could improve vehicle routes and reduce costs by implementing the results of the proposed model, without any additional cost.
引用
收藏
页码:279 / 290
页数:12
相关论文
共 50 条
  • [1] A Smell Agent Optimization Approach to Capacitated Vehicle Routing Problem for Solid Waste Collection
    Meadows, Olusesi Ayobami
    MurAzu, Mohammed Bashir
    Salawudeen, Ahmed Tijani
    2022 IEEE NIGERIA 4TH INTERNATIONAL CONFERENCE ON DISRUPTIVE TECHNOLOGIES FOR SUSTAINABLE DEVELOPMENT (IEEE NIGERCON), 2022, : 440 - 444
  • [2] Optimization of a Capacitated Vehicle Routing Problem for Sustainable Municipal Solid Waste Collection Management Using the PSO-TS Algorithm
    Qiao, Qingqing
    Tao, Fengming
    Wu, Hailin
    Yu, Xuewei
    Zhang, Mengjun
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2020, 17 (06)
  • [3] Optimization of municipal waste collection scheduling and routing using vehicle assignment problem (case study of Surabaya city waste collection)
    Ramdhani, M. N.
    Baihaqi, I.
    Siswanto, N.
    INTERNATIONAL CONFERENCE ON INDUSTRIAL AND SYSTEMS ENGINEERING (ICONISE) 2017, 2018, 337
  • [4] Genetic algorithms for municipal solid waste collection and routing optimization
    Karadimas, Nikolaos V.
    Papatzelou, Katerina
    Loumos, Vassili G.
    ARTIFICIAL INTELLIGENCE AND INNOVATIONS 2007: FROM THEORY TO APPLICATIONS, 2007, : 223 - +
  • [5] Smart routing for municipal solid waste collection: a heuristic approach
    Amal Louati
    Le Hoang Son
    Habib Chabchoub
    Journal of Ambient Intelligence and Humanized Computing, 2019, 10 : 1865 - 1884
  • [6] Smart routing for municipal solid waste collection: a heuristic approach
    Louati, Amal
    Le Hoang Son
    Chabchoub, Habib
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2019, 10 (05) : 1865 - 1884
  • [7] Using of GIS in Optimization of Municipal Solid Waste Collection and Routing, Case Study: Andisheh New Town, Iran
    AminSharee, Farham
    Ghanbari, Fatemeh
    Monavari, Masoud
    PROCEEDINGS OF 2010 INTERNATIONAL CONFERENCE ON ENVIRONMENTAL SCIENCE AND DEVELOPMENT, 2010, : 97 - 101
  • [8] Solving the integrated bin allocation and collection routing problem for municipal solid waste: a Benders decomposition approach
    Maheo, Arthur
    Rossit, Diego Gabriel
    Kilby, Philip
    ANNALS OF OPERATIONS RESEARCH, 2023, 322 (01) : 441 - 465
  • [9] Solving the integrated bin allocation and collection routing problem for municipal solid waste: a Benders decomposition approach
    Arthur Mahéo
    Diego Gabriel Rossit
    Philip Kilby
    Annals of Operations Research, 2023, 322 : 441 - 465
  • [10] Capacitated vehicle-routing problem model for scheduled solid waste collection and route optimization using PSO algorithm
    Hannan, M. A.
    Akhtar, Mahmuda
    Begum, R. A.
    Basri, H.
    Hussain, A.
    Scavino, Edgar
    WASTE MANAGEMENT, 2018, 71 : 31 - 41