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Exact and heuristic approaches for multi-objective garbage accumulation points location in real scenarios

机译:实际情况下的多目标垃圾累积点位置的精确和启发式方法

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摘要

Municipal solid waste management is a major challenge for nowadays urban societies, because it accounts for a large proportion of public budget and, when mishandled, it can lead to environmental and social problems. This work focuses on the problem of locating waste bins in an urban area, which is considered to have a strong influence in the overall efficiency of the reverse logistic chain. This article contributes with an exact multiobjective approach to solve the waste bin location in which the optimization criteria that are considered are: the accessibility to the system (as quality of service measure), the investment cost, and the required frequency of waste removal from the bins (as a proxy of the posterior routing costs). In this approach, different methods to obtain the objectives ideal and nadir values over the Pareto front are proposed and compared. Then, a family of heuristic methods based on the PageRank algorithm is proposed which aims to optimize the accessibility to the system, the amount of collected waste and the installation cost. The experimental evaluation was performed on real-world scenarios of the cities of Montevideo, Uruguay, and Bahia Blanca, Argentina. The obtained results show the competitiveness of the proposed approaches for constructing a set of candidate solutions that considers the different trade-offs between the optimization criteria.
机译:市政固体废物管理是当今城市社会的一项重大挑战,因为它占大量公共预算,而在误操作时,它可能导致环境和社会问题。这项工作侧重于在城市地区定位废物箱的问题,这被认为对逆向物流链的整体效率产生了强烈影响。本文借助了精确的多目标方法来解决废物箱位置,其中考虑的优化标准是:对系统的可访问性(作为服务质量措施),投资成本和废物中所需的频率从中移除垃圾箱(作为后路线成本的代理)。在这种方法中,提出了不同方法,以获得帕累托前面的理想和Nadir值的理想和Nadir值。然后,提出了一种基于PageRank算法的启发式方法,旨在优化对系统的可访问性,收集的废物量和安装成本。实验评估对蒙得维的亚,乌拉圭和阿根廷巴伊亚布兰卡城市的真实情景进行了研究。所获得的结果表明,建议建设一套考虑优化标准之间不同权衡的候选解决方案的竞争力。

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