Optimal electric bus scheduling considering battery degradation effect and charging facility capacity

Mingye Zhang , Min Yang
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Abstract

Electric buses are environmentally friendly with the features of low noise levels and zero-emissions. However, higher upfront costs due to the battery degradation effect, charging facility capacity and operational issues are the main obstacles to large-scale application of electric buses. This study proposes a mixed-integer nonlinear model for optimizing electric bus scheduling with a partial charging strategy, battery degradation and constraints of charging facility capacity. A genetic algorithm is then proposed to solve the model. Last, a case study based on a real transit network in Nanjing, China is conducted. The experimental results show that compared with the existing scheduling scheme, the optimal scheduling model can reduce the total system costs by 8.20%, which validates the effectiveness of the proposed model. The findings in this paper can provide a reference for operators to formulate electric bus scheduling schemes and promote the sustainable development of public transport.
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考虑电池衰减效应和充电设施容量的最佳电动公交调度
电动巴士具有噪音低、零排放的特点,对环境很友好。然而,由于电池退化效应导致的前期成本较高,充电设施容量和操作问题是电动公交车大规模应用的主要障碍。针对部分充电策略、电池退化和充电设施容量约束下的电动公交车调度问题,提出了一种混合整数非线性优化模型。然后提出了一种遗传算法来求解该模型。最后,以南京市的实际交通网络为例进行了分析。实验结果表明,与现有调度方案相比,最优调度模型可使系统总成本降低8.20%,验证了所提模型的有效性。本文的研究结果可为运营企业制定电动公交调度方案提供参考,促进公共交通的可持续发展。
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
6.40
自引率
14.30%
发文量
79
审稿时长
>12 weeks
期刊介绍: Transportation Letters: The International Journal of Transportation Research is a quarterly journal that publishes high-quality peer-reviewed and mini-review papers as well as technical notes and book reviews on the state-of-the-art in transportation research. The focus of Transportation Letters is on analytical and empirical findings, methodological papers, and theoretical and conceptual insights across all areas of research. Review resource papers that merge descriptions of the state-of-the-art with innovative and new methodological, theoretical, and conceptual insights spanning all areas of transportation research are invited and of particular interest.
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