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基于 PSO 算法的配载车辆路径问题模型在计划固体废物收集和路线优化中的应用。

Capacitated vehicle-routing problem model for scheduled solid waste collection and route optimization using PSO algorithm.

机构信息

Dept. of Electrical Power Engineering, Universiti Tenaga Nasional, 43000 Kajang, Selangor, Malaysia.

Dept. of Civil and Structural Engineering, Universiti Kebangsaan Malaysia, Bangi, Selangor, Malaysia.

出版信息

Waste Manag. 2018 Jan;71:31-41. doi: 10.1016/j.wasman.2017.10.019. Epub 2017 Oct 24.

Abstract

Waste collection widely depends on the route optimization problem that involves a large amount of expenditure in terms of capital, labor, and variable operational costs. Thus, the more waste collection route is optimized, the more reduction in different costs and environmental effect will be. This study proposes a modified particle swarm optimization (PSO) algorithm in a capacitated vehicle-routing problem (CVRP) model to determine the best waste collection and route optimization solutions. In this study, threshold waste level (TWL) and scheduling concepts are applied in the PSO-based CVRP model under different datasets. The obtained results from different datasets show that the proposed algorithmic CVRP model provides the best waste collection and route optimization in terms of travel distance, total waste, waste collection efficiency, and tightness at 70-75% of TWL. The obtained results for 1 week scheduling show that 70% of TWL performs better than all node consideration in terms of collected waste, distance, tightness, efficiency, fuel consumption, and cost. The proposed optimized model can serve as a valuable tool for waste collection and route optimization toward reducing socioeconomic and environmental impacts.

摘要

垃圾收集广泛依赖于路线优化问题,该问题在资本、劳动力和可变运营成本方面需要大量支出。因此,优化的垃圾收集路线越多,不同成本和环境影响的减少就越多。本研究提出了一种改进的粒子群优化(PSO)算法在有能力的车辆路径问题(CVRP)模型中,以确定最佳的垃圾收集和路线优化解决方案。在本研究中,在不同的数据集下,应用了阈值废物水平(TWL)和调度概念于基于 PSO 的 CVRP 模型中。不同数据集的结果表明,所提出的基于算法的 CVRP 模型在行驶距离、总废物、废物收集效率和 TWL 的 70-75%时的紧密度方面提供了最佳的废物收集和路线优化。对于 1 周调度的结果表明,在收集的废物、距离、紧密度、效率、燃料消耗和成本方面,TWL 的 70%比所有节点考虑都表现更好。所提出的优化模型可以作为垃圾收集和路线优化的有价值工具,以减少社会经济和环境影响。

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