Ant Colony Algorithm for Waste Collection Vehicle Arc Routing Problem with Turn Constraints

Jie Liu, Yanfeng He
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引用次数: 14

Abstract

A Waste Collection Arc Vehicle Routing Problem with turn constraints (WCAVRPTC) model is proposed to minimize the length of municipal solid waste (MSW) collection routes, which presents several characteristics derived from traffic regulations: some streets can be traversed crossed in only one direction, and some turns should be forbidden when the common angle is too narrow. The problem is transformed into a node routing ones and a clustering-based multiple ant colony system algorithm is described to address it. This algorithm possesses a set of new strategies to construct solutions, including clustering-based strategy, improved global pheromone update rule. The methodology is also applied to the urban waste collection problem in Shuangnan. The results of optimization indicate that the length of saving routes is 89984.96m and 92330.04m respectively with or without turns constrains constraints, which decreased by 31.1% and 31.9% respectively.
考虑转弯约束的垃圾收集车圆弧路径问题的蚁群算法
针对城市生活垃圾收集路径长度最小的问题,提出了一种具有转弯约束的垃圾收集弧线车辆路径问题(WCAVRPTC)模型,该模型具有交通法规规定的一些特征:一些街道只能在一个方向上穿过,当公共角度太窄时,某些街道应禁止转弯。将该问题转化为节点路由问题,提出了一种基于聚类的多蚁群算法。该算法采用了一套新的策略来构造解,包括基于聚类的策略、改进的全局信息素更新规则。该方法也适用于双南城市垃圾收集问题。优化结果表明,有转弯约束和无转弯约束时,节约路线长度分别为89984.96m和92330.04m,分别减少了31.1%和31.9%。
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