Improving the tactical planning of solid waste collection with prescriptive analytics: a case study

Q3 Engineering Production Pub Date : 2022-01-01 DOI:10.1590/0103-6513.20210037
A. P. Vargas, Danilo Díaz, Santiago Jaramillo, Francisco Rangel, D. Villa, J. G. Villegas
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引用次数: 2

Abstract

Paper aims: This study presents several business analytics tools that allow improving the tactical planning of the collection process for a Colombian solid-waste management company. Originality: The extant literature of operations research/analytics applied to these systems focuses on facility location or vehicle routing. Tactical decisions are seldom studied in the operations research/analytics literature devoted to waste management systems. By contrast, the focus of this paper is on tactical decisions: fleet sizing, frequency assignment, route scheduling and internal resource allocation in a new waste transfer station. Research method: We follow a multimethodology approach that uses mathematical programming, metaheuristics, and discrete event simulation. The models use historical information of the system, and the solution of a model are used as input data for the other models. Main findings: Introducing a new waste transfer station allows an important reduction of the compactors fleet. However, to prevent a collapse in its internal operation an even operation is needed. This is achieved by rescheduling the routes to balance their arrival during the day. Additional benefits can be attained if some soft constraints are relaxed. Implications for theory and practice: Practitioners looking for tactical planning tools on waste collection systems have here an example of their application and benefits. Improvements can be achieved by tactical planning without heavily disrupting decisions at the operational level.
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用规范分析改进固体废物收集的战术规划:一个案例研究
论文目的:本研究提出了几个业务分析工具,允许改进哥伦比亚固体废物管理公司收集过程的战术规划。原创性:应用于这些系统的现有运筹学/分析文献侧重于设施位置或车辆路线。在专门研究废物管理系统的运筹学/分析学文献中,很少研究战术决策。相比之下,本文的重点是战术决策:机队规模,频率分配,路线调度和内部资源分配在一个新的废物转运站。研究方法:我们采用多方法方法,使用数学规划、元启发式和离散事件模拟。模型使用系统的历史信息,一个模型的解作为其他模型的输入数据。主要发现:引进一个新的废物转运站,大大减少了压实机的数量。然而,为了防止其内部操作崩溃,需要进行偶数操作。这是通过重新安排路线来实现的,以平衡他们在白天到达。如果放松一些软约束,还可以获得额外的好处。对理论和实践的影响:在废物收集系统上寻找战术规划工具的从业者在这里有一个应用和好处的例子。改进可以通过战术规划来实现,而不会严重干扰操作层面的决策。
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来源期刊
Production
Production Engineering-Industrial and Manufacturing Engineering
CiteScore
3.00
自引率
0.00%
发文量
26
审稿时长
40 weeks
期刊介绍: The Produção Journal (Production Journal), ISSN 0103-6513, is a Brazilian Association of Production Engineering (ABEPRO) publication. It was created in 1990 in order to provide a communication medium for academic articles in the Production Engineering field. Since 2002, the Production Engineering Department of Polytechnic School of the University of São Paulo (PRO/EPUSP) is responsible for the editorial process of Produção Journal, sponsored by Carlos Alberto Vanzolini Foundation (FCAV). Revista Produção has the tradition of eighteen published volumes and Qualis "B2" evaluation by CAPES in the Engineering III area. For Brazilian academic community it is a top journal in Production Engineering field.
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