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变邻域搜索算法求解带时间窗的多周期医疗废物回收车辆路径问题

Variable Neighborhood Search for Multi-Cycle Medical Waste Recycling Vehicle Routing Problem with Time Windows.

机构信息

College of Management Science, Chengdu University of Technology, Chengdu 610059, China.

School of Mechanical Engineering, Southwest Jiaotong University, Chengdu 610031, China.

出版信息

Int J Environ Res Public Health. 2022 Oct 8;19(19):12887. doi: 10.3390/ijerph191912887.

Abstract

BACKGROUND

Improper disposal of urban medical waste is likely to cause a series of neglective impacts. Therefore, we have to consider how to improve the efficiency of urban medical waste recycling and lowering carbon emissions when facing disposal.

METHODS

This paper considers the multi-cycle medical waste recycling vehicle routing problem with time windows for preventing and reducing the risk of medical waste transportation. First, a mixed-integer linear programming model is formulated to minimize the total cost consisting of the vehicle dispatch cost and the transportation costs. In addition, an improved neighborhood search algorithm is designed for handling large-sized problems. In the algorithm, the initial solution is constructed using the Clarke-Wright algorithm in the first stage, and the variable neighborhood search algorithm with a simulated annealing strategy is introduced for exploring a better solution in the second stage.

RESULTS

The computational results demonstrate the performance of the suggested algorithm. In addition, the total cost of recycling in the periodic strategy is lower than with the single-cycle strategy.

CONCLUSIONS

The proposed model and algorithm have the management improvement value of the studied medical waste recycling vehicle routing problem.

摘要

背景

城市医疗废物处置不当,可能会引发一系列不容忽视的影响。因此,在面对处置问题时,我们必须考虑如何提高城市医疗废物回收的效率并降低碳排放。

方法

本文考虑了具有时间窗的多周期医疗废物回收车辆路径问题,以预防和降低医疗废物运输风险。首先,构建了一个混合整数线性规划模型,以最小化包括车辆调度成本和运输成本在内的总成本。此外,还设计了一种改进的邻域搜索算法来处理大规模问题。在该算法中,第一阶段使用 Clarke-Wright 算法构建初始解,第二阶段引入带模拟退火策略的变邻域搜索算法以探索更好的解。

结果

计算结果表明了所建议算法的性能。此外,定期策略下的回收总成本低于单周期策略。

结论

所提出的模型和算法对所研究的医疗废物回收车辆路径问题的管理改进具有价值。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f84/9566800/ce17b6f210a5/ijerph-19-12887-g004.jpg

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