On the movement simulations of electric vehicles : A behavioral model-based approach

Journal article


Xu, Yueru, Zheng, Yuan and Yang, Ying. (2021). On the movement simulations of electric vehicles : A behavioral model-based approach. Applied Energy. 283, p. 116356. https://doi.org/10.1016/j.apenergy.2020.116356
AuthorsXu, Yueru, Zheng, Yuan and Yang, Ying
Abstract

Electric vehicles (EVs) are deemed to be a solution for reducing air pollution and greenhouse gas emissions. As a result, the market share has increased exponentially in recent years. Despite their distinct vehicle dynamics and characteristics, movement simulation models dedicated to EVs are yet to be developed. In this research, a micro-traffic flow model for EVs by considering their unique acceleration/deceleration characteristics is proposed to represent and simulate the movements of EVs in traffic flow, especially in congested traffic. Car-following pairs where second car is an EV were collected from Longpan mid road, Nanjing, China in March 2019 for model calibration and verification. The results show that the proposed EV behavior model outperforms traditional behavior models for both timid and aggressive drivers. In assessing the predictive power of the movement simulation models, we compare their performance for collected car-following pairs. The R-squared values indicate that the performance of the EV behavior model is similar to that of the asymmetric behavior model under free-flow conditions, but substantially better for congested scenarios. With this model, we can better understand and reproduce the trajectories and energy consumption of EVs in complex traffic flow scenarios, and especially in congested traffic.

Keywordscar-following model; congested traffic; electric vehicle behavior; movement simulation
Year2021
JournalApplied Energy
Journal citation283, p. 116356
PublisherElsevier Ltd
ISSN0306-2619
Digital Object Identifier (DOI)https://doi.org/10.1016/j.apenergy.2020.116356
Scopus EID2-s2.0-85098630494
Research or scholarlyResearch
Page range1-11
Publisher's version
License
All rights reserved
File Access Level
Controlled
Output statusPublished
Publication dates
Online30 Dec 2020
Publication process dates
Accepted12 Dec 2020
Deposited17 Aug 2021
Permalink -

https://acuresearchbank.acu.edu.au/item/8w988/on-the-movement-simulations-of-electric-vehicles-a-behavioral-model-based-approach

Restricted files

Publisher's version

  • 201
    total views
  • 0
    total downloads
  • 2
    views this month
  • 0
    downloads this month
These values are for the period from 19th October 2020, when this repository was created.

Export as

Related outputs

Determinism versus uncertainty : Examining the worst-case expected performance of data-driven policies
Tian, Xuecheng, Wang, Shuaian, Laporte, Gilbert and Yang, Ying. (2024). Determinism versus uncertainty : Examining the worst-case expected performance of data-driven policies. European Journal of Operational Research. 318(1), pp. 242-252. https://doi.org/10.1016/j.ejor.2024.04.031
Is port state control influenced by the COVID-19? Evidence from inspection data
Yan, Ran, Mo, Haoyu, Guo, Xiaomeng, Yang, Ying and Wang, Shuaian. (2022). Is port state control influenced by the COVID-19? Evidence from inspection data. Transport Policy. 123, pp. 82-103. https://doi.org/10.1016/j.tranpol.2022.04.002
Extrapolation-enhanced model for travel decision making : An ensemble machine learning approach considering behavioral theory
Gao, Kun, Yang, Ying, Zhang, Tianshu, Li, Aoyong and Qu, Xiaobo. (2021). Extrapolation-enhanced model for travel decision making : An ensemble machine learning approach considering behavioral theory. Knowledge-Based Systems. 218, p. Article 106882. https://doi.org/10.1016/j.knosys.2021.106882
Examining nonlinear and interaction effects of multiple determinants on airline travel satisfaction
Gao, Kun, Yang, Ying and Qu, Xiaobo. (2021). Examining nonlinear and interaction effects of multiple determinants on airline travel satisfaction. Transportation Research Part D. 97, p. Article 102957. https://doi.org/10.1016/j.trd.2021.102957
Spatial heterogeneity in distance decay of using bike sharing : An empirical large-scale analysis in Shanghai
Gao, Kun, Yang, Ying, Li, Aoyong and Qu, Xiaobo. (2021). Spatial heterogeneity in distance decay of using bike sharing : An empirical large-scale analysis in Shanghai. Transportation Research Part D. 94, p. Article 102814. https://doi.org/10.1016/j.trd.2021.102814
Modeling drivers’ scrambling behavior in China : An application of theory of planned behavior
Qi, Weiwei, Shen, Bin, Yang, Ying and Qu, Xiaobo. (2021). Modeling drivers’ scrambling behavior in China : An application of theory of planned behavior. Travel Behaviour and Society. 24, pp. 164-171. https://doi.org/10.1016/j.tbs.2021.03.008
Examining the influence of social norms on orderly parking behavior of dockless bike-sharing users
Wang, Yacan, Yang, Ying, Wang, Jiaping, Douglas, Matthew and Su, Duan. (2021). Examining the influence of social norms on orderly parking behavior of dockless bike-sharing users. Transportation Research Part A. 147, pp. 284-296. https://doi.org/10.1016/j.tra.2021.03.022
Cumulative prospect theory coupled with multi-attribute decision making for modeling travel behavior
Gao, Kun, Sun, Lijun, Yang, Ying, Meng, Fanyu and Qu, Xiaobo. (2021). Cumulative prospect theory coupled with multi-attribute decision making for modeling travel behavior. Transportation Research Part A: Policy and Practice. 148, pp. 1-21. https://doi.org/10.1016/j.tra.2021.03.025
Quantifying economic benefits from free-floating bike-sharing systems : A trip-level inference approach and city-scale analysis  
Gao, Kun, Yang, Ying, Li, Aoyong, Li, Junhong and Yu, Bo. (2021). Quantifying economic benefits from free-floating bike-sharing systems : A trip-level inference approach and city-scale analysis  . Transportation Research Part A: Policy and Practice. 144, pp. 89-103. https://doi.org/10.1016/j.tra.2020.12.009
Longitudinal links among parent-child attachment, emotion parenting, and problem behaviors of preadolescents
Wang, Juan, Yang, Ying, Tang, Yulong, Wu, Mengxue, Jiang, Suo and Zou, Hong. (2021). Longitudinal links among parent-child attachment, emotion parenting, and problem behaviors of preadolescents. Children and Youth Services Review. 121, p. 105797. https://doi.org/10.1016/j.childyouth.2020.105797
Shyness and subjective well-being in chinese adolescents : Self-efficacy beliefs as mediators
Li, Caina, Wang, Yuan, Liu, Meng, Sun, Cuicui and Yang, Ying. (2020). Shyness and subjective well-being in chinese adolescents : Self-efficacy beliefs as mediators. Journal of Child and Family Studies. 29(12), pp. 3470-3480. https://doi.org/10.1007/s10826-020-01823-0
Revealing psychological inertia
Gao, Kun, Yang, Ying, Sun, Lijun and Qu, Xiaobo. (2020). Revealing psychological inertia. Transportation Research Part F : Psychology and Behaviour. 71, pp. 272-287. https://doi.org/10.1016/j.trf.2020.04.006
The joint effect of paternal and maternal parenting behaviors on school engagement among Chinese adolescents : The mediating role of mastery goal
Wang, Juan, Shi, Xinxin, Yang, Ying, Zou, Hong, Zhang, Wenjuan and Xu, Qunxia. (2019). The joint effect of paternal and maternal parenting behaviors on school engagement among Chinese adolescents : The mediating role of mastery goal. Frontiers in Psychology. 10, p. 1587. https://doi.org/10.3389/fpsyg.2019.01587
Emotional aperture across east and west : How culture shapes the perception of collective affect
Yang, Ying, Hong, Ying-yi and Sanchez-Burks, Jeffrey. (2019). Emotional aperture across east and west : How culture shapes the perception of collective affect. Journal of Cross-Cultural Psychology. 50(6), pp. 751-762. https://doi.org/10.1177/0022022119846412
Self-determined motivation for studying abroad predicts lower culture shock and greater well-being among international students: The mediating role of basic psychological needs satisfaction
Yang, Ying, Zhang, Yixin and Sheldon, Kennon M.. (2018). Self-determined motivation for studying abroad predicts lower culture shock and greater well-being among international students: The mediating role of basic psychological needs satisfaction. International Journal of Intercultural Relations. 63, pp. 95 - 104. https://doi.org/10.1016/j.ijintrel.2017.10.005
Attachment orientations and dispositional gratitude: The mediating roles of perceived social support and self-esteem
Zhang, Lijuan, Zhang, Shupeng, Yang, Ying and Li, Caina. (2017). Attachment orientations and dispositional gratitude: The mediating roles of perceived social support and self-esteem. Personality and Individual Differences. 114, pp. 193 - 197. https://doi.org/10.1016/j.paid.2017.04.006
Potential risk and its influencing factors for separated bicycle paths
Xu, Cheng, Yang, Ying, Jin, Sheng, Qu, Zhaowei and Hou, Lei. (2016). Potential risk and its influencing factors for separated bicycle paths. Accident Analysis and Prevention. 87, pp. 59-67. https://doi.org/10.1016/j.aap.2015.11.014
Self-compassion and life satisfaction: The mediating role of hope
Yang, Ying, Zhang, Mengyuan and Kou, Yu. (2016). Self-compassion and life satisfaction: The mediating role of hope. Personality and Individual Differences. 98, pp. 91 - 95. https://doi.org/10.1016/j.paid.2016.03.086
In-depth analysis of drivers' merging behavior and rear-end crash risks in work zone merging areas
Weng, Jinxian, Xue, Shan, Yang, Ying, Yan, Xuedong and Qu, Xiaobo. (2015). In-depth analysis of drivers' merging behavior and rear-end crash risks in work zone merging areas. Accident Analysis and Prevention. 77, pp. 51 - 61. https://doi.org/10.1016/j.aap.2015.02.002
Estimation of the perceived value of transit time for shipping lines
Wang, Shuaian, Qu, Xiaobo and Yang, Ying. (2015). Estimation of the perceived value of transit time for shipping lines. Transportation Research Part A: Policy and Practice. 78, pp. 298 - 308. https://doi.org/10.1016/j.tra.2015.04.014
Unresolved World War II animosity dampens empathy toward 2011 Japanese earthquake and tsunami
Yang, Ying, Liu, Xiao-xiao, Fang, Yang and Hong, Ying-yi. (2014). Unresolved World War II animosity dampens empathy toward 2011 Japanese earthquake and tsunami. Journal of Cross-Cultural Psychology. 45(2), pp. 171 - 191. https://doi.org/10.1177/0022022113509118
Potential crash risks of expressway on-ramps and off-ramps: A case study in Beijing, China
Qu, Xiaobo, Yang, Ying, Liu, Zhiyuan, Jin, Sheng and Weng, Jinxian. (2014). Potential crash risks of expressway on-ramps and off-ramps: A case study in Beijing, China. Safety Science. 70, pp. 58 - 62. https://doi.org/10.1016/j.ssci.2014.04.016
Cultural attachment - A new theory and method to understand cross-cultural competence
Hong, Ying-yi, Fang, Yang, Yang, Ying and Phua, Desiree Y.. (2013). Cultural attachment - A new theory and method to understand cross-cultural competence. Journal of Cross-Cultural Psychology. 44(6), pp. 1024 - 1044. https://doi.org/10.1177/0022022113480039