Inventory routing for dynamic waste collection

被引:53
作者
Mes, Martijn [1 ]
Schutten, Marco [1 ]
Rivera, Arturo Perez [1 ]
机构
[1] Univ Twente, Sch Management & Governance, Dept Ind Engn & Business Informat Syst, NL-7500 AE Enschede, Netherlands
关键词
Inventory routing; Simulation optimization; Optimal learning; Transportation; Waste collection; DECOMPOSITION APPROACH; GLOBAL OPTIMIZATION; TRAVEL-TIMES; MANAGEMENT; ALGORITHM; MODEL; HEURISTICS; ALLOCATION;
D O I
10.1016/j.wasman.2014.05.011
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
We consider the problem of collecting waste from sensor equipped underground containers. These sensors enable the use of a dynamic collection policy. The problem, which is known as a reverse inventory routing problem, involves decisions regarding routing and container selection. In more dense networks, the latter becomes more important. To cope with uncertainty in deposit volumes and with fluctuations due to daily and seasonal effects, we need an anticipatory policy that balances the workload over time. We propose a relatively simple heuristic consisting of several tunable parameters depending on the day of the week. We tune the parameters of this policy using optimal learning techniques combined with simulation. We illustrate our approach using a real life problem instance of a waste collection company, located in The Netherlands, and perform experiments on several other instances. For our case study, we show that costs savings up to 40% are possible by optimizing the parameters. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1564 / 1576
页数:13
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