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Identifying factors influencing electric vehicle adoption in an emerging market: The case of Thailand 确定新兴市场采用电动汽车的影响因素:泰国案例
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-09-01 DOI: 10.1016/j.trip.2024.101229
Thadathibesra Phuthong , Tanarat Borisuth , Zaili Yang , Pisit Jarumaneeroj
Electric vehicles (EVs) are considered a technological innovation that helps reduce not only fuel consumption but also air pollution and greenhouse gases that exacerbate global warming concerns. Despite these benefits, the understanding of factors influencing EV adoption remains obscure, as it varies greatly across countries and perspectives (e.g., the acceptance of EV technology, decisions to purchase and use EVs, and policies that affect user decisions to purchase and use EVs). To better comprehend the dominance of such factors — especially in an emerging market with a huge leap in EV usage, like Thailand — we devise a multi-perspective multi-criteria decision analysis (MCDA) framework and apply it to datasets of Thai EV users, including both general EV user and expert groups. Our results reveal that “Attitude Toward Using EVs” and “Subjective Norms” are crucial for the acceptance of EVs, while “Product and Service Attributes” and “Purchasing Incentive Policies” greatly impact the adoption decisions. Besides these factors, we also identify causal-effect relationships among factors in each of these three different perspectives. This research thus allows stakeholders — including EV manufacturers, transport authorities, and governments — to properly devise relevant mechanisms supporting countrywide EV adoption in a more sustainable fashion.
电动汽车(EV)被认为是一种技术创新,它不仅有助于减少燃料消耗,还能减少空气污染和温室气体,从而加剧全球变暖问题。尽管电动汽车有这些好处,但人们对影响电动汽车采用的因素的理解仍然模糊不清,因为不同国家和不同视角(如电动汽车技术的接受程度、购买和使用电动汽车的决策以及影响用户购买和使用电动汽车决策的政策)的电动汽车采用情况差异很大。为了更好地理解这些因素的主导作用,尤其是在泰国这样一个电动汽车使用率飞跃发展的新兴市场,我们设计了一个多视角多标准决策分析(MCDA)框架,并将其应用于泰国电动汽车用户数据集,包括普通电动汽车用户和专家群体。我们的研究结果表明,"使用电动汽车的态度 "和 "主观规范 "对电动汽车的接受度至关重要,而 "产品和服务属性 "和 "购买激励政策 "则对采用电动汽车的决策有很大影响。除这些因素外,我们还分别从这三个不同角度确定了各因素之间的因果关系。因此,这项研究可以帮助包括电动汽车制造商、交通管理部门和政府在内的利益相关者妥善制定相关机制,支持在全国范围内以更可持续的方式采用电动汽车。
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引用次数: 0
Corrigendum to “High-speed rail and high-tech industry evolution: empirical evidence from China” [Transp. Res. Interdiscip. Perspect. 10 (2021) 100358] 高铁与高科技产业演进:来自中国的经验证据》更正[Transp. Res. Interdiscip. Perspect.
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-09-01 DOI: 10.1016/j.trip.2024.101216
Fan Xiao , Jen-Jia Lin
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引用次数: 0
Subsidies for electric vehicles as a form of green transportation: Evidence from Indonesia 将电动汽车补贴作为一种绿色交通方式:印度尼西亚的证据
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-09-01 DOI: 10.1016/j.trip.2024.101230
Nindyo Cahyo Kresnanto , Wika Harisa Putri

A substantial body of empirical research has employed the theory of planned behavior (TPB) to investigate individual decision-making within the social context in Indonesia, which is characterized by interconnections and mutual influences. The present research is concerned with the key variables in the theory of planned behavior, namely attitudes, subjective norms, and perceived behavioral control. This investigation examines the influence of these three variables on the intention to use electric motorcycles, either directly or indiretcly, with tax incentives in the form of purchase tax subsidies acting as a moderating variable. The research findings indicate that all TPB variables have a positive impact on the intention to use electric vehicle products directly. However, the findings also demonstrated that tax incentives do not exert a significant influence on the intention to use electric vehicle products. This suggests that tax incentives function as a moderating variable and cannot operate independently to influence the intention to use electric vehicle products. These findings have a direct implications for policymakers and practitioners in the field of transportation.

印尼的社会环境具有相互联系和相互影响的特点,大量实证研究采用了计划行为理论(TPB)来研究社会环境中的个人决策。本研究关注的是计划行为理论中的关键变量,即态度、主观规范和感知行为控制。本研究探讨了这三个变量对电动摩托车使用意向的影响,包括直接影响和间接影响,并以购置税补贴形式的税收激励措施作为调节变量。研究结果表明,所有 TPB 变量都对直接使用电动车产品的意愿产生了积极影响。然而,研究结果也表明,税收优惠政策对电动汽车产品使用意向的影响并不显著。这表明,税收优惠政策是一个调节变量,不能独立影响电动汽车产品的使用意向。这些发现对交通领域的政策制定者和从业人员有直接的启示。
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引用次数: 0
An Investigation of factors Influencing electric vehicles charging Needs: Machine learning approach 电动汽车充电需求影响因素调查:机器学习方法
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-08-28 DOI: 10.1016/j.trip.2024.101211
Cuthbert Ruseruka , Judith Mwakalonge , Gurcan Comert , Saidi Siuhi , Debbie Indah , Sarah Kasomi , Tumlumbe Juliana Chengula

Decarbonization of the world is greatly contributed to by the recent technological advancements that have fostered the development of electric vehicles (EVs). The EVs relieve transportation dependence on natural fossil fuels as an energy source. More than 50 % of the petroleum products produced worldwide are estimated to be used in the transportation sector, accounting for more than 90 % of all transportation energy sources. Consequently, studies estimate that the transportation sector produces about 22 % of global carbon dioxide emissions, posing significant environmental issues. Thus, using EVs, particularly on road transport, is expected to reduce environmental pollution. To accelerate EV development and deployment, governments worldwide invest in EV development through various initiatives to make them more affordable. This research aims to investigate the changing needs of EV users to establish factors to be considered in the selection of charging demands using machine learning, using an extreme gradient boosting model. The model reached high accuracy, with an R2-Score of 0.964 to 1.000 across all predicted needs. The model performance is greatly affected by age, median income, education, and car ownership. High values of people with high income, high education, and age between 35–54 years show a positive contribution to the model’s performance, contrary to those with 65+, low income, and low education attainment. The outcomes of this research document factors that influence EV charging needs; therefore, it provides a basis for decision-makers and all stakeholders to decide where to locate EV charging stations for usability, efficiency, sustainability, and social welfare.

最近的技术进步促进了电动汽车(EVs)的发展,极大地推动了世界的去碳化进程。电动汽车缓解了交通对作为能源来源的天然化石燃料的依赖。据估计,全世界生产的石油产品有 50% 以上用于运输部门,占所有运输能源的 90% 以上。因此,据研究估计,交通部门产生的二氧化碳排放量约占全球总量的 22%,造成了严重的环境问题。因此,使用电动汽车,尤其是在公路运输中使用电动汽车,有望减少环境污染。为了加快电动汽车的发展和部署,世界各国政府通过各种举措投资于电动汽车的发展,使电动汽车的价格更加低廉。本研究旨在调查电动汽车用户不断变化的需求,通过机器学习,使用极端梯度提升模型,确定选择充电需求时应考虑的因素。该模型的准确度很高,在所有预测需求中的 R2 分数都在 0.964 到 1.000 之间。年龄、收入中位数、教育程度和汽车保有量对模型的性能影响很大。高收入、高学历和年龄在 35-54 岁之间的高数值人群对模型的性能有积极贡献,而 65 岁以上、低收入和低学历人群则相反。这项研究的成果记录了影响电动汽车充电需求的因素,因此,它为决策者和所有利益相关者提供了一个基础,以决定在何处设置电动汽车充电站,从而实现可用性、效率、可持续性和社会福利。
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引用次数: 0
Lacking knowledge or lacking support? An informed choice study of support for mileage fees as an alternative to gas taxes 缺乏知识还是缺乏支持?关于支持以里程费替代汽油税的知情选择研究
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-08-27 DOI: 10.1016/j.trip.2024.101208
Clare Nelson , Gregory Rowangould

Governing bodies are continuing to research, conduct pilot programs, and adopt policy for mileage fees as alternatives to the gas tax, yet public support remains critically low. Lack of support generally stems from assumptions that mileage fees will cost more, be inequitable for rural and low-income households, and will impede privacy through invasive mileage collection. In this study, we assess the extent to which these perceptions of mileage fees, which ultimately shape policy opinion formation, are related to low levels of information or lacking information. We also evaluate the unique aspects of policy opinion formation, including engagement with both individual and aggregate ideologies and material self-interests. Our survey instrument encourages issue engagement through iterative voting and educational experiences, through which we see information has a statistically significant effect on policy opinions and changes what we think we know about public support for mileage fees. Across the educational experiences, which include policy-relevant information provided through videos and tailored annual cost calculations for the policy alternatives, 24% of respondents changed their opinion by the end of the study, and 44% changed their opinion at least once during the study. We conclude with suggestions for public opinion polling around controversial policies that apply to both researchers and practitioners looking to engage with their constituents.

管理机构正在继续研究、开展试点项目并通过里程费政策,以替代汽油税,但公众的支持率仍然很低。缺乏支持通常源于以下假设:里程费将花费更多,对农村和低收入家庭不公平,以及通过侵入式里程收集妨碍隐私。在本研究中,我们将评估这些对里程收费的看法(这些看法最终影响了政策意见的形成)在多大程度上与信息水平低或信息缺乏有关。我们还对政策意见形成的独特方面进行了评估,包括个人和总体意识形态以及物质自身利益的参与。我们的调查工具通过迭代投票和教育体验来鼓励问题参与,通过这些体验,我们发现信息对政策意见有显著的统计影响,并改变了我们对公众支持里程收费的认识。教育体验包括通过视频提供与政策相关的信息,以及为政策备选方案量身定制的年度成本计算,在整个教育体验中,24% 的受访者在研究结束时改变了意见,44% 的受访者在研究期间至少改变了一次意见。最后,我们就围绕有争议的政策开展民意调查提出了一些建议,这些建议既适用于研究人员,也适用于希望与选民互动的从业人员。
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引用次数: 0
Competition in the African air transport market 非洲航空运输市场的竞争
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-08-27 DOI: 10.1016/j.trip.2024.101209
Tassew Dufera Tolcha

The air transport market in Africa is regulated and viable for designated carriers. Although there are some sub-regional liberalizations, airlines primarily compete based on the specifications of bilateral air service agreements. However, this competitive landscape has not been thoroughly investigated. This study examines market concentration in the African aviation industry and explores its impact on the output of African airlines. The competition was measured at the airport level using the Herfindahl-Hirschman index. Panel data were drawn from 54 countries, 339 airports, and 221 airline groups for the period 2015–2019. Kernel density estimation shows that the region’s market for air transport services is fragmented, with many small airlines. Strong competition is more prevalent at larger hub airports, airports near tourist destinations, and major airports far from larger African hubs, while markets tend to be concentrated where dominant and protected flag carriers operate. Competition is also low or limited at smaller airports offering limited flights. The results of panel regression analysis reveal a nonlinear relationship between market concentration and airline output, as strong competition may limit airlines’ output, and high concentration may promote a dominant airline or alliance that may hinder other airlines from entering or remaining in the market.

非洲的航空运输市场受到管制,对指定的航空公司而言是可行的。虽然有一些次区域自由化,但航空公司主要根据双边航空服务协议的规定进行竞争。然而,这种竞争格局尚未得到深入研究。本研究考察了非洲航空业的市场集中度,并探讨了其对非洲航空公司产出的影响。采用赫芬达尔-赫希曼指数衡量机场层面的竞争情况。面板数据来自 54 个国家、339 个机场和 221 个航空公司集团,时间跨度为 2015-2019 年。核密度估计结果表明,该地区的航空运输服务市场分散,小型航空公司众多。在较大的枢纽机场、旅游目的地附近的机场以及远离非洲较大枢纽的主要机场,竞争较为激烈,而市场往往集中在占主导地位和受保护的国旗航空公司运营的地方。在提供有限航班的较小机场,竞争也很激烈或有限。面板回归分析的结果显示,市场集中度与航空公司的产出之间存在非线性关系,因为激烈的竞争可能会限制航空公司的产出,而高度集中可能会促进占主导地位的航空公司或联盟,从而阻碍其他航空公司进入或留在市场。
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引用次数: 0
Modeling with a municipality: Exploring robust policies to foster climate-neutral mobility 与市政当局合作建模:探索促进气候中和流动性的有力政策
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-08-24 DOI: 10.1016/j.trip.2024.101206
Karoline Führer , Peraphan Jittrapirom , Floortje M. d’Hont , Etiënne A.J.A. Rouwette , Jan H. Kwakkel

Many European cities are investigating how to transition to climate-neutral transport systems. Due to the transport system’s complexity and uncertainty about the future, identifying drivers and choosing effective policies to make the city more sustainable is challenging. Additionally, the chosen policies need to be supported by relevant actors. This study aims to support the municipality of The Hague in generating robust policies supported by and within the municipality. We build on participatory modeling and decision-making under deep uncertainty to create a novel approach to address this goal. In two workshops, the participants formulated goals and objectives, created Causal Loop diagrams, and identified potential interventions. Using a set of possible futures, the interventions were then stress-tested to evaluate their robustness. By explicitly linking, for the first time, participatory modeling and decision-making under deep uncertainty approaches, the participants could understand the system better and deal with uncertainty. Participants gained insight into systemic complexity and methods to deal with it, the inter-relatedness of interventions and their effects, and a shared understanding of the problem and its scope. This study demonstrates the potential of a novel approach to generate supported robust interventions to achieve the goal of a climate-neutral transport system.

许多欧洲城市正在研究如何过渡到气候中和的交通系统。由于交通系统的复杂性和未来的不确定性,确定驱动因素并选择有效的政策使城市更具可持续性是一项挑战。此外,所选政策还需要得到相关参与者的支持。本研究旨在为海牙市政府提供支持,帮助其制定由市政府支持并在市政府内部实施的稳健政策。我们以参与式建模和深度不确定性下的决策为基础,创造了一种新颖的方法来实现这一目标。在两次研讨会上,与会者制定了目标和目的,创建了因果循环图,并确定了潜在的干预措施。然后,利用一系列可能的未来,对干预措施进行压力测试,以评估其稳健性。通过首次将深度不确定性方法下的参与式建模和决策明确联系起来,参与者可以更好地理解系统并处理不确定性。参与者深入了解了系统的复杂性和应对复杂性的方法、干预措施的相互关联性及其影响,以及对问题及其范围的共同理解。这项研究展示了一种新方法的潜力,这种方法可以产生得到支持的稳健干预措施,以实现气候中和交通系统的目标。
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引用次数: 0
Identifying electric vehicle charging styles among consumers: a latent class cluster analysis 识别消费者的电动汽车充电方式:潜类聚类分析
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-08-24 DOI: 10.1016/j.trip.2024.101198
Elham Hajhashemi, Patricia Sauri Lavieri, Neema Nassir

The market share of electric vehicles (EVs) is growing rapidly, making it crucial to understand the charging behaviour of current and prospective users. Such understanding is essential for designing policies that positively influence consumers’ charging behaviour and facilitate EV adoption. In this study, we examined the heterogeneity in charging preferences of 994 respondents across Australia using a latent class cluster model that considers indicators of charging behaviour as outcomes of interest. We used sociodemographic characteristics, travel needs, and EV adoption status as covariates to predict class membership. Our findings indicate five segments of consumers with distinct charging preferences: routine-focused frugals, cost-oriented deliberators, range seekers, flexibility seekers, and indifferent late adopters. These segments differ in the importance they attach to charging attributes, their coping strategies with limited battery resources, and their risk attitude. Our results suggest that a uniform approach to EV-related policies is not appropriate, as each consumer segment has unique charging preferences and requirements. Furthermore, the study emphasizes the significance of accounting for charging behaviour heterogeneity in demand modelling, as assumptions in current models may not accurately represent the decision-making of most segments.

电动汽车(EV)的市场份额正在迅速增长,因此了解当前和潜在用户的充电行为至关重要。这种了解对于设计积极影响消费者充电行为的政策和促进电动汽车的采用至关重要。在本研究中,我们采用潜类聚类模型,将充电行为指标作为研究结果,考察了澳大利亚994名受访者充电偏好的异质性。我们将社会人口特征、出行需求和电动汽车采用状况作为协变量来预测类别成员资格。我们的研究结果表明,有五类消费者具有不同的充电偏好:日常节俭型、成本导向型、续航能力追求者、灵活性追求者和冷漠的后期采用者。这些群体对充电属性的重视程度、对有限电池资源的应对策略以及风险态度各不相同。我们的研究结果表明,对电动汽车相关政策采用统一的方法并不合适,因为每个消费者群体都有独特的充电偏好和要求。此外,研究还强调了在需求建模中考虑充电行为异质性的重要性,因为当前模型中的假设可能无法准确代表大多数细分市场的决策。
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引用次数: 0
Towards sustainable urban logistics: Exploring the implementation of city hubs through system dynamics 实现可持续的城市物流:通过系统动力学探索城市枢纽的实施
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-08-23 DOI: 10.1016/j.trip.2024.101204
Claudia Andruetto, Erik Stenemo, Anna Pernestål

The urban logistics system causes negative externalities, such as pollution, noise and congestion. This study focuses on city hubs as a concept to reduce these externalities by improving consolidation and adopting zero-emission vehicles. Our research employs system dynamics as a method to uncover the dynamics and mechanisms related to the barriers and potentials of city hub implementation in Stockholm from the perspectives of the Logistic Service Providers (LSPs), the receivers and the public sector. Moreover, a mixed method approach is used for data collection, allowing us to extract the knowledge from the real implementation case, co-create a qualitative model as a Causal Loop Diagram (CLD) with the stakeholders involved in the system, and generalise the model. The mixed method approach includes a group model-building workshop, literature review, existing city hub analysis and stakeholder interviews. The main result is a CLD, visualising the dynamics of the introduction of city hubs. The CLD explores three potential incentives and policies: (i) the receivers change address; (ii) shippers oblige LSPs to use the hubs; (iii) the public sector gives monetary incentives to LSPs. The CLD presented in this paper establishes a validated system structure for the urban logistic system and facilitates the policymakers’ understanding of the barriers to implementing city hubs and what policies could help their implementation.

城市物流系统会产生负面的外部效应,如污染、噪音和拥堵。本研究侧重于城市枢纽这一概念,通过改进整合和采用零排放车辆来减少这些外部效应。我们的研究采用系统动力学方法,从物流服务提供商(LSP)、接收方和公共部门的角度,揭示与斯德哥尔摩实施城市枢纽的障碍和潜力有关的动态和机制。此外,我们还采用混合方法收集数据,以便从实际实施案例中提取知识,与系统中的利益相关者共同创建一个定性模型,即因果循环图(CLD),并推广该模型。混合方法包括小组模型构建研讨会、文献综述、现有城市枢纽分析和利益相关者访谈。主要成果是一个可视化引入城市枢纽动态的 CLD。CLD 探讨了三种潜在的激励措施和政策:(i) 收货人改变地址;(ii) 发货人迫使本地服务提供商使用枢纽;(iii) 公共部门向本地服务提供商提供货币激励。本文提出的 CLD 为城市物流系统建立了一个经过验证的系统结构,有助于政策制定者了解实施城市枢纽的障碍以及哪些政策有助于其实施。
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引用次数: 0
European ports transition to carbon-neutral energy: A multiple regression analysis 欧洲港口向碳中性能源过渡:多元回归分析
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-08-21 DOI: 10.1016/j.trip.2024.101187
Patrick Bloemert, Adriana Saraceni

This paper focuses on sustainable initiatives in the maritime industry, specifically energy transition in EU ports. Our research aims to apply the stakeholder theory in port contexts, to examine the influence of different actors on the adoption of carbon–neutral energy generation technologies, from a port-employee perspective. To that aim, the proposed conceptual model is empirically tested through a survey among port employees, following the identification of applicable technologies via a literature review. Specifically, six types of energy generation technologies that advance the goal of carbon neutrality are identified, and likewise, following the stakeholder theory approach, we identified six categories of relevant stakeholders, perceived as external or internal. By means of a multiple regression analysis, we assess the influence of stakeholders identified regarding the carbon–neutral generation technologies. The results corroborate the suitability of the stakeholder approach for assessing port environments. The findings suggest the existence of different perceptions among port employees regarding the various technologies, while stakeholder influence can be either positive or negative depending on the type of technology. Among the stakeholders involved, customers and competitors appear as most influential. The main contribution of our results derive of tackling the differences in perception of carbon neutrality within the European Ports, and the carbon–neutral technologies in ports contributing towards carbon neutrality. By providing a more thorough understanding regarding the influence of diverse stakeholders in promoting carbon neutral energy generation technologies, this study can serve as a guideline for future research and be of value for practitioners in the field.

本文重点关注海运业的可持续发展倡议,特别是欧盟港口的能源转型。我们的研究旨在将利益相关者理论应用到港口环境中,从港口员工的角度研究不同参与者对采用碳中性能源发电技术的影响。为此,在通过文献综述确定适用技术后,通过对港口员工进行调查,对提出的概念模型进行了实证检验。具体来说,我们确定了六种能够推进碳中和目标的能源生产技术,同样,根据利益相关者理论方法,我们确定了六类相关的利益相关者,他们被视为外部或内部利益相关者。通过多元回归分析,我们评估了利益相关者对碳中和发电技术的影响。结果证实了利益相关者方法适用于评估港口环境。研究结果表明,港口员工对各种技术存在不同的看法,而利益相关者对技术的影响可能是积极的,也可能是消极的,这取决于技术的类型。在所涉及的利益相关者中,客户和竞争对手似乎最具影响力。我们的研究结果的主要贡献在于解决了欧洲港口内部对碳中和的认知差异,以及港口中有助于实现碳中和的碳中和技术。通过对不同利益相关者在推广碳中和能源发电技术方面的影响提供更透彻的理解,本研究可作为未来研究的指南,并对该领域的从业人员具有重要价值。
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