研究家庭电动汽车拥有量的相关性:对新兴交通和规划的启示

IF 5.7 2区 工程技术 Q1 ECONOMICS Journal of Transport Geography Pub Date : 2024-06-01 DOI:10.1016/j.jtrangeo.2024.103937
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引用次数: 0

摘要

虽然全球都在向电动汽车(EV)转变,但很少有研究全面量化个人人口特征、替代交通选择和建筑环境(BE)属性对电动汽车拥有率的相对贡献。本研究将极端梯度提升决策树应用于 2020 年武汉地区家庭出行数据,估算了这些因素对电动汽车拥有率的影响。研究结果表明,环境属性和替代出行方式在预测电动汽车保有量方面发挥了重要作用,并揭示了变量之间的非线性关系。与市中心的距离、密度和充电站设施被认为是影响电动汽车拥有率的关键因素。研究显示,传统汽车家庭与电动汽车家庭之间存在正相关关系,这表明拥有传统汽车的家庭倾向于购买额外的电动汽车,从而过渡到多汽车家庭。研究结果还表明,除了减排效益外,规划者还应关注汽车电气化可能带来的潜在城市问题。这项研究为城市规划者提供了经验证据,为旨在引导新兴交通模式可持续发展的政策干预提供了依据。
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Examining the correlation of household electric vehicle ownership: Insights for emerging mobility and planning

While there is a global shift to electric vehicles (EVs), few studies have comprehensively quantified the relative contribution of individuals' demographic characteristics, alternative transportation choices, and built environment (BE) attributes to EV ownership. Applying extreme gradient boosting decision trees to the 2020 regional household travel data in Wuhan, this study estimate the respective effects of these factors on EV ownership. The results emphasize the contribution of the BE and alternative travel options in predicting EV ownership and reveal a nonlinear relationship between variables. The distance to the city center, density and charging station facilities are identified as key factors influencing EV ownership. The study revealed a positive correlation between household ownership of conventional cars and EVs, indicating a tendency for households possessing conventional cars to acquire extra EVs, thereby transitioning into multi-car households. The findings also suggest that, in addition to the emissions reduction benefits, planners should be concerned about the potential urban issues that may result from vehicle electrification. The study provides empirical evidence for urban planners to inform policy interventions aimed at guiding the sustainable development of emerging mobility modes.

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来源期刊
CiteScore
11.50
自引率
11.50%
发文量
197
期刊介绍: A major resurgence has occurred in transport geography in the wake of political and policy changes, huge transport infrastructure projects and responses to urban traffic congestion. The Journal of Transport Geography provides a central focus for developments in this rapidly expanding sub-discipline.
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