Optimal selection of vehicle types for an electric bus route with shifting departure times

IF 3.9 3区 工程技术 Q2 ENVIRONMENTAL STUDIES International Journal of Sustainable Transportation Pub Date : 2023-11-01 DOI:10.1080/15568318.2022.2161079
Chunyan Tang , Ying-En Ge , He Xue , Avishai (Avi) Ceder , Xiaokun Wang
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Abstract

Transition to electrified transit vehicles has attracted a great public attention to achieve a greener public transport service. This work develops a methodology for multi-type electric buses (EBs) accommodating spatio-temporally imbalanced passenger demand to improve significantly the operating efficiency. However, a new complexity of this multi-type EB scheme in contrast to conventional diesel buses occurs because multi-type EBs are characterized by different capacities, limited driving ranges, decisions on recharging time and/or locations and high initial investment costs. This work proposes a new, integrated timetabling and vehicle scheduling problem with shifting departure time to attain an even-load timetable using different types of EBs at a route’s max-load stop, considering the use of fast/opportunity charging strategy. A genetic algorithm associated with right shifting of departure time has been developed to solve the resulting formulation, which is shown to be an NP-hard problem. A numerical example is used to illustrate the developed methodology, and a case study based on a scenario in the city of Dandong, China shows that the scheme of combining multiple vehicle types for a bus route not only can reduce the total cost but also bring out greater benefits than the single vehicle-type operation. From the operator viewpoint, it reduces passenger load surplus cost by approximately 11.2% for small Type A and 14.8% for large Type B. Moreover, the value of leftover pax unit cost has a significant effect on the selection of vehicle types, but has little effect on the number of trips or departures. This work shows that the higher the leftover pax unit cost is, the higher the number of large vehicle types is.
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发车时间变化的电动公交线路车型优化选择
向电动交通工具过渡,实现绿色公共交通服务已经引起了公众的极大关注。本研究开发了一种适应时空不平衡乘客需求的多类型电动巴士方法,以显著提高运营效率。然而,与传统的柴油公交车相比,这种多型电动汽车方案出现了新的复杂性,因为多型电动汽车的特点是不同的容量、有限的行驶里程、充电时间和/或地点的决定以及高昂的初始投资成本。考虑到快速/机会充电策略的使用,本文提出了一种新的、综合的时间表和车辆调度问题,该问题考虑了出发时间的变化,以在路线的最大负载站点使用不同类型的EBs来获得均匀的负载时间表。提出了一种与出发时间右移相关的遗传算法来解决由此产生的公式,该公式被证明是一个np困难问题。最后,以丹东市为例进行了数值算例分析,结果表明,公交线路多车种组合方案不仅可以降低总成本,而且比单一车种运营方案具有更大的效益。从运营商的角度来看,小型A型和大型b型的载客量剩余成本分别降低了约11.2%和14.8%。此外,剩余单位成本的值对车型的选择有显著影响,但对车次和发车次数的影响不大。研究表明,剩余pax单位成本越高,大型车型数量越多。
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来源期刊
CiteScore
8.90
自引率
2.60%
发文量
56
期刊介绍: The International Journal of Sustainable Transportation provides a discussion forum for the exchange of new and innovative ideas on sustainable transportation research in the context of environmental, economical, social, and engineering aspects, as well as current and future interactions of transportation systems and other urban subsystems. The scope includes the examination of overall sustainability of any transportation system, including its infrastructure, vehicle, operation, and maintenance; the integration of social science disciplines, engineering, and information technology with transportation; the understanding of the comparative aspects of different transportation systems from a global perspective; qualitative and quantitative transportation studies; and case studies, surveys, and expository papers in an international or local context. Equal emphasis is placed on the problems of sustainable transportation that are associated with passenger and freight transportation modes in both industrialized and non-industrialized areas. All submitted manuscripts are subject to initial evaluation by the Editors and, if found suitable for further consideration, to peer review by independent, anonymous expert reviewers. All peer review is single-blind. Submissions are made online via ScholarOne Manuscripts.
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