The sustainable hybrid truck-drone delivery model with stochastic customer existence

IF 4.6 3区 工程技术 Q1 ECONOMICS
Ebrahim Teimoury, Reza Rashid
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引用次数: 0

Abstract

Drone delivery is a fast delivery mode that has gained tremendous attention from academia and various companies in recent years. However, due to limited battery and payload capacities which may reduce the system's efficiency, it is better to coordinate ground vehicles and drones to take advantage of both trucks' large capacity and the drone's high speed. As a restriction for realistic parcel delivery systems, customer presence is only sometimes deterministic. For instance, a customer makes an order from an e-retailer, but due to various probable reasons, he cannot be present at home to get service. In this paper, we have introduced a sustainable hybrid truck-drone delivery model with stochastic customer presence. We have modeled the system with the Markov chain and proposed a linear mathematical model. This work processes with a heuristic and a Branch-and-Bound algorithm. Also, we have carried out numerous computational experiments to evaluate the proposed solution methods' performance, where the results show the efficiency of the proposed algorithms. Finally, we performed a detailed sensitivity analysis on a case study and studied various aspects of the problem. The results highlight that truck and drone coordination reduces completion time, operational costs, truck emissions, and social penalties.

具有随机客户存在的可持续混合动力卡车-无人机配送模型
无人机送货是一种快速送货模式,近年来受到学术界和各公司的极大关注。然而,由于电池和有效载荷容量有限,可能会降低系统的效率,因此最好协调地面车辆和无人机,以利用卡车的大容量和无人机的高速。作为现实包裹递送系统的限制,客户的存在有时只是确定性的。例如,一位客户从电子零售商那里订购,但由于各种可能的原因,他无法在家接受服务。在本文中,我们介绍了一个具有随机客户存在的可持续混合卡车-无人机交付模型。我们用马尔可夫链对系统进行了建模,并提出了一个线性数学模型。这项工作采用启发式和分枝定界算法进行处理。此外,我们还进行了大量的计算实验来评估所提出的求解方法的性能,结果表明了所提出算法的有效性。最后,我们对一个案例进行了详细的敏感性分析,并研究了问题的各个方面。研究结果强调,卡车和无人机的协调减少了完成时间、运营成本、卡车排放和社会处罚。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
8.40
自引率
2.60%
发文量
59
审稿时长
60 days
期刊介绍: Research in Transportation Economics is a journal devoted to the dissemination of high quality economics research in the field of transportation. The content covers a wide variety of topics relating to the economics aspects of transportation, government regulatory policies regarding transportation, and issues of concern to transportation industry planners. The unifying theme throughout the papers is the application of economic theory and/or applied economic methodologies to transportation questions.
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