Electric vehicle routing optimization for sustainable kitchen waste reverse logistics network using robust mixed-integer programming

IF 6.7 2区 管理学 Q1 MANAGEMENT Omega-international Journal of Management Science Pub Date : 2024-06-04 DOI:10.1016/j.omega.2024.103128
Yi Shi , Lieselot Vanhaverbeke , Jiuping Xu
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Abstract

This paper proposes an innovative reverse logistics network (RLN) to manage kitchen waste (KW) transportation and resource treatment. The network employs battery electric (BE) trucks for transportation, and the challenge lies in determining the distribution of various KW treatment centers and establishing the optimal transportation routes for KW and its residues. The proposed RLN is self-sufficient, because the electricity produced by the centers within the network is adequate to power the BE trucks. We develop a matched mixed-integer programming model to optimize the entire process, with the goal of minimizing the total potential economic and environmental costs. Notably, the model considers comprehensive cost components and employs a carbon trading policy to translate carbon emissions into carbon costs. We use robust optimization to generate optimal solutions that remain viable even under the worst-case scenario concerning uncertain parameters. We then test the feasibility of the proposed methodology in a real-world case. We conduct specific scenario analyses on capacity and mode of trucks to offer practical KW transportation strategies and recommendations. We found that the larger the capacity of a BE truck, the greater the economic and environmental benefits for the KW RLN. The self-sufficient KW RLN using BE trucks proved to be the least costly, followed by the ordinary KW RLN using BE trucks, while the KW RLN using diesel trucks was the most expensive and environmentally detrimental.

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使用鲁棒混合整数编程优化可持续厨余逆向物流网络的电动车路线选择
本文提出了一种创新的逆向物流网络(RLN),用于管理厨余垃圾(KW)的运输和资源化处理。该网络采用电池电动(BE)卡车进行运输,面临的挑战在于确定不同厨余处理中心的分布,并为厨余及其残渣确定最佳运输路线。拟议的资源循环网络是自给自足的,因为网络内各中心生产的电力足以为电池电动卡车提供动力。我们开发了一个匹配的混合整数编程模型来优化整个流程,目标是最大限度地降低潜在的经济和环境总成本。值得注意的是,该模型考虑了综合成本因素,并采用碳交易政策将碳排放转化为碳成本。我们采用稳健优化法生成最优解决方案,即使在参数不确定的最坏情况下,这些方案依然可行。然后,我们在实际案例中测试了建议方法的可行性。我们对卡车的容量和模式进行了具体的情景分析,以提供实用的 KW 运输策略和建议。我们发现,BE 卡车的容量越大,KW RLN 的经济和环境效益就越大。事实证明,使用 BE 卡车的自给自足 KW RLN 成本最低,其次是使用 BE 卡车的普通 KW RLN,而使用柴油卡车的 KW RLN 成本最高且对环境有害。
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来源期刊
Omega-international Journal of Management Science
Omega-international Journal of Management Science 管理科学-运筹学与管理科学
CiteScore
13.80
自引率
11.60%
发文量
130
审稿时长
56 days
期刊介绍: Omega reports on developments in management, including the latest research results and applications. Original contributions and review articles describe the state of the art in specific fields or functions of management, while there are shorter critical assessments of particular management techniques. Other features of the journal are the "Memoranda" section for short communications and "Feedback", a correspondence column. Omega is both stimulating reading and an important source for practising managers, specialists in management services, operational research workers and management scientists, management consultants, academics, students and research personnel throughout the world. The material published is of high quality and relevance, written in a manner which makes it accessible to all of this wide-ranging readership. Preference will be given to papers with implications to the practice of management. Submissions of purely theoretical papers are discouraged. The review of material for publication in the journal reflects this aim.
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