4.7 Article

Modeling the charging and route choice behavior of BEV drivers

期刊

出版社

PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.trc.2015.09.008

关键词

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

资金

  1. National 973 Program of China [2012CB725403]
  2. Research Fund for the Doctoral Program of Higher Education of China [20130009110002]

向作者/读者索取更多资源

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.

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