Ant colony algorithm to solve a drone routing problem for hazardous waste collection

Khadija Abdulsattar, Youssef Harrath, Jihene Kaabi
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Abstract

Waste management issues are affecting the economic and environmental aspects of modern societies. Thus, growing the interest of academic and industrial research and development in optimizing the process of waste management. As these issues greatly impact human health and environmental aspects and impose a threat, hazardous waste management requires even much more attention. The problem studied in this research is a variant of the vehicle routing problem using an unmanned aerial vehicle (UAV). The focus of this research is on planning the routes for waste collection and disposal using a UAV. The aim is to collect all the waste as early as possible respecting two constraints; the maximum flying and load capacities of the UAV. A two-phase approach has been proposed to solve the investigated problem. This approach is a hybridization of a developed heuristic (IMWMTT) and an Ant Colony Optimization (ACO) algorithm. The experimental study showed that the hybrid approach outperforms a recently published heuristic MWMTT for all tested instances of various sizes.
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蚁群算法求解危险废物收集无人机路径问题
废物管理问题正在影响现代社会的经济和环境方面。因此,学术界和工业界对优化废物管理过程的研究和发展越来越感兴趣。由于这些问题极大地影响人类健康和环境方面并构成威胁,因此危险废物管理需要更多的关注。本文研究的问题是基于无人机的车辆路径问题的一个变体。本研究的重点是利用无人机规划废物收集和处置的路线。目的是在遵守两个限制条件的情况下,尽早收集所有废物;无人机的最大飞行和负载能力。提出了一种两阶段的方法来解决所研究的问题。该方法是一种先进的启发式算法(IMWMTT)和蚁群优化算法(ACO)的杂交。实验研究表明,混合方法优于最近发表的启发式MWMTT,适用于所有不同大小的测试实例。
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来源期刊
Arab Journal of Basic and Applied Sciences
Arab Journal of Basic and Applied Sciences Mathematics-Mathematics (all)
CiteScore
5.80
自引率
0.00%
发文量
31
审稿时长
36 weeks
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