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Modeling the charging and route choice behavior of BEV drivers

机译:建模BEV驾驶员的充电和选路行为

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摘要

Due to the limited cruising range of battery electric vehicle (BEV), BEV drivers show obvious difference in travel behavior from gasoline vehicle (GV) drivers. To analyze BEV drivers' charging and route choice behaviors, and extract the differences between BEV and GV drivers' travel behavior, two multinomial logit-based and two nested logit-based models are proposed in this study based on a stated preference survey. The nested structure consists of two levels: the upper level represents the charging decision, and the lower level shows the route choices corresponding to the charging and no-charging situations respectively. The estimated results demonstrate that the nested structure is more appropriate than the multinomial structure. Meanwhile, it is observed that the initial state of charge (SOC) at origin of BEV is the most important factor that affects the decision of charging or not, and the SOC at destination becomes an important impact factor affecting BEV drivers' route choice behavior. As for the route choice behavior when BEV has charging demand, the charging station attributes such as charging time and charging station's location have significant influences on BEV drivers' decision-making process. The results also show that BEV drivers incline to choose the routes with charging station having less charging time, being closer to origin and consistent with travel direction. Finally, based on the proposed models, a series of numerical analysis has been conducted to verify the effect of range anxiety on BEV charging and route choice behavior and to reveal the variation of comfortable initial SOC at origin with travel distance. Meanwhile, the effects of charging time and distance from origin to charging station also have been discussed. (C) 2015 Elsevier Ltd. All rights reserved.
机译:由于电池电动汽车(BEV)的行驶里程有限,因此BEV驾驶员与汽油车辆(GV)驾驶员的行驶行为明显不同。为了分析BEV驾驶员的充电和路线选择行为,并提取BEV和GV驾驶员的出行行为之间的差异,本研究基于既定的偏好调查,提出了两个基于多项式logit和两个基于嵌套logit的模型。嵌套结构由两层组成:上层代表计费决策,下层代表分别对应于计费和不计费情况的路由选择。估计结果表明,嵌套结构比多项式结构更合适。同时,可以观察到,BEV始发点的初始充电状态(SOC)是影响是否进行充电决策的最重要因素,而目的地SOC则成为影响BEV驾驶员路线选择行为的重要影响因素。至于当BEV有充电需求时的路线选择行为,充电站属性(例如充电时间和充电站位置)对BEV驾驶员的决策过程有重大影响。结果还表明,BEV驾驶员倾向于选择充电时间较短,离原点更近且与行驶方向一致的充电站的路线。最后,基于提出的模型,进行了一系列数值分析,以验证范围焦虑对BEV充电和路线选择行为的影响,并揭示舒适初始SOC在起点处随行进距离的变化。同时,还讨论了充电时间和从起点到充电站的距离的影响。 (C)2015 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Transportation research》 |2016年第4期|190-204|共15页
  • 作者单位

    Beijing Jiaotong Univ, MOE Key Lab Urban Transportat Complex Syst Theory, Beijing, Peoples R China;

    Beijing Jiaotong Univ, MOE Key Lab Urban Transportat Complex Syst Theory, Beijing, Peoples R China|Beijing Jiaotong Univ, Sch Traff & Transportat, Beijing, Peoples R China;

    Beijing Jiaotong Univ, Sch Traff & Transportat, Beijing, Peoples R China;

    Beijing Jiaotong Univ, Sch Traff & Transportat, Beijing, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Battery electric vehicle; Charging behavior; Route choice behavior; Nested logit model; Comfortable initial SOC;

    机译:电池电动汽车;充电行为;路线选择行为;嵌套logit模型;舒适的初始SOC;

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