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
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