Waste collection under uncertainty: a simheuristic based on variable neighbourhood search

被引:42
|
作者
Gruler, Aljoscha [1 ]
Quintero-Araujo, Carlos L. [1 ,2 ]
Calvet, Laura
Juan, Angel A. [1 ]
机构
[1] Open Univ Catalonia, IN3 Comp Sci, Multimedia & Telecommun Dept, Castelldefels, Spain
[2] Univ Sabana, Int Sch Econ & Adm Sci, Chia, Colombia
关键词
waste collection management; vehicle routing problem; VRP; risk analysis; simulation; metaheuristics; stochastic optimisation; simheuristics; VEHICLE-ROUTING PROBLEM; TIME WINDOWS; OPTIMIZATION; PERIOD; CITY; METAHEURISTICS; MANAGEMENT; ALGORITHMS; ROUTES;
D O I
10.1504/EJIE.2017.083257
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Ongoing population growth in cities and increasing waste production has made the optimisation of urban waste management a critical task for local governments. Route planning in waste collection can be formulated as an extended version of the well-known vehicle routing problem, for which a wide range of solution methods already exist. Despite the fact that real-life applications are characterised by high uncertainty levels, most works on waste collection assume deterministic inputs. In order to partially close this literature gap, this paper first proposes a competitive metaheuristic algorithm based on a variable neighbourhood search framework for the deterministic waste collection problem. Then, this metaheuristic is extended to a simheuristic algorithm in order to deal with the stochastic problem version. This extension is achieved by integrating simulation into the metaheuristic framework, which also allows a closer risk analysis of the best-found stochastic solutions. Different computational experiments illustrate the potential of our methodology.
引用
收藏
页码:228 / 255
页数:28
相关论文
共 50 条
  • [31] Robust Project Scheduling with Unreliable Resources: A Variable Neighbourhood Search Based Heuristic Approach
    Chakrabortty, Ripon K.
    Abbasi, Alireza
    Ryan, Michael J.
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEE IEEM), 2018, : 656 - 660
  • [32] A Variable Neighbourhood Search Enhancement for the Shift Sequence Based Method of the Personal Scheduling in Hospitals
    Liogys, Mindaugas
    Zilinskas, Antanas
    [J]. INFORMATION AND SOFTWARE TECHNOLOGIES, 2012, 319 : 15 - 23
  • [33] Population-based variable neighbourhood search algorithm applied to unconstrained continuous optimisation
    Migliorini, Wesklei
    Parpinelli, Rafael Stubs
    [J]. INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION, 2018, 11 (02) : 73 - 80
  • [34] Continuous Variable Neighbourhood Search Algorithm Based on Evolutionary Metaheuristic Components: A Scalability Test
    Garcia-Martinez, Carlos
    Lozano, Manuel
    [J]. 2009 9TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS, 2009, : 1074 - +
  • [35] A Variable Neighbourhood Search-Based Algorithm for the Transit Route Network Design Problem
    Iliopoulou, Christina
    Tassopoulos, Ioannis
    Beligiannis, Grigorios
    [J]. APPLIED SCIENCES-BASEL, 2022, 12 (20):
  • [36] Structural Learning of Bayesian Networks by using Variable Neighbourhood Search based on the Space of Orderings
    Alonso-Barba, Juan I.
    delaOssa, Luis
    Puerta, Jose M.
    [J]. 2009 9TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS, 2009, : 1435 - 1440
  • [37] Quantifying Potential Benefits of Horizontal Cooperation in Urban Transportation Under Uncertainty: A Simheuristic Approach
    Quintero-Araujo, Carlos L.
    Gruler, Aljoscha
    Juan, Angel A.
    [J]. ADVANCES IN ARTIFICIAL INTELLIGENCE, CAEPIA 2016, 2016, 9868 : 280 - 289
  • [38] Parallel variable neighbourhood search strategies for the cutwidth minimization problem
    Duarte, Abraham
    Pantrigo, Juan J.
    Pardo, Eduardo G.
    Sanchez-Oro, Jesus
    [J]. IMA JOURNAL OF MANAGEMENT MATHEMATICS, 2016, 27 (01) : 55 - 73
  • [39] A variable neighbourhood search algorithm for job shop scheduling problems
    Sevkli, Mehmet
    Aydin, M. Emin
    [J]. EVOLUTIONARY COMPUTATION IN COMBINATORIAL OPTIMIZATION, PROCEEDINGS, 2006, 3906 : 261 - 271
  • [40] A variable neighbourhood search algorithm for the open vehicle routing problem
    Fleszar, Krzysztof
    Osman, Ibrahim H.
    Hindi, Khalil S.
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2009, 195 (03) : 803 - 809