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Reviewing public water transport literature and their future agenda 回顾公共水运文献及其未来议程
IF 4.4 2区 工程技术 Q2 BUSINESS Pub Date : 2026-06-01 Epub Date: 2026-03-07 DOI: 10.1016/j.rtbm.2026.101639
Othman Che Puan , Fadzil Mat Yahaya , Haziman Zakaria , Farah Amalina
Modern cities are grappling with traffic congestion and pollution, prompting a search for sustainable transport solutions like public water transport, which utilizes ferries and water taxis to alleviate road congestion. This paper employs a bibliometric analysis of existing research to map current knowledge and future directions in this field. Key research domains identified include integrating operational efficiency with environmental and urban connectivity goals; optimizing the economic and social aspects of ferry services, such as subsidies and fare structures; and enhancing ferry network design through advanced modeling. Emerging trends point towards improving accessibility and service quality, optimizing operations with technology, and advancing sustainable ferry design with new technologies like electric and hydrogen power. The study concludes by highlighting the need for ongoing research into areas such as ferry-oriented urban development and the real-world performance of innovative, eco-friendly vessel technologies to ensure water transport effectively contributes to sustainable urban mobility.
现代城市正在努力解决交通拥堵和污染问题,促使人们寻找可持续的交通解决方案,比如公共水上交通,利用渡轮和水上出租车来缓解道路拥堵。本文采用文献计量学分析现有的研究,以绘制当前的知识和未来的方向,在这一领域。确定的重点研究领域包括将运营效率与环境和城市连通性目标相结合;优化渡轮服务的经济和社会层面,例如补贴和票价结构;并通过先进的建模来加强轮渡网络设计。新兴趋势指向改善可达性和服务质量,利用技术优化运营,以及利用电力和氢动力等新技术推进可持续渡轮设计。该研究最后强调,需要对以渡轮为导向的城市发展和创新、环保船舶技术的现实表现等领域进行持续研究,以确保水运有效地促进可持续的城市交通。
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引用次数: 0
Unraveling “GenZers”’ trust and behavioural intention towards adopting car-sharing services on an emerging market 揭示“一代”在新兴市场采用汽车共享服务的信任和行为意愿
IF 4.4 2区 工程技术 Q2 BUSINESS Pub Date : 2026-06-01 Epub Date: 2026-03-06 DOI: 10.1016/j.rtbm.2026.101638
Luminita Nicolescu , Gandolfo Dominici , Elena-Mădălina Vătămănescu , Dan-Cristian Dabija
The present study aims to analyze the influence of specific predictors (performance expectations, transaction costs, technology adoption) on Generation Z's behavioural intention towards car-sharing, offering a unique perspective by incorporating trust as a mediating factor, while addressing gaps in the current literature. To conduct this analysis, the study uses a quantitative approach, where 527 questionnaires were administered in Romania, an emerging market for car sharing. Subsequently, the analysis was conducted using partial least squares structural equation modelling (PLS-SEM) with emphasis on both the direct and indirect impacts that these factors may have on young individuals' willingness to opt for car-sharing solutions. Findings reveal that the model successfully explains 36.2% of the variance in behavioural intentions towards car-sharing. Key findings of the research confirm the significant positive effects of expectations of car-sharing performance and technology embracement on behavioural intentions to use car sharing but indicate a negative impact of transaction costs on the respective intention. At the same time, unexpectedly transaction costs displayed a positive influence over passengers' trust, while the other drivers had positive influences on passengers' trust, as assumed. The results also highlight the significant mediating role of passenger trust across all hypothesised relationships within the model, pointing to the complex nature of factors influencing car-sharing adoption among Generation Z. The contributions of the research are multi-folded. First, from a theoretical perspective, the study reinforces the use of the Theory of Planned Behaviour (TPB) in the particular context of car-sharing for a specific user category, GenZ, while expanding the TPB model by adding trust as a psychological mediator. Further on, in applicative terms, implications are both practical (i.e., suggesting enhanced management and communication strategies for car sharing providers) and policy oriented (i.e., suggesting policy directions for policy makers in terms of sustainability and awareness development).
本研究旨在分析特定预测因素(绩效预期、交易成本、技术采用)对Z世代汽车共享行为意愿的影响,通过将信任作为中介因素提供独特的视角,同时解决当前文献中的空白。为了进行分析,该研究采用了定量方法,在罗马尼亚这个新兴的汽车共享市场进行了527份问卷调查。随后,使用偏最小二乘结构方程模型(PLS-SEM)进行了分析,重点分析了这些因素可能对年轻人选择汽车共享解决方案的意愿产生的直接和间接影响。研究结果表明,该模型成功地解释了36.2%的汽车共享行为意愿差异。研究的主要发现证实了汽车共享性能预期和技术拥抱对使用汽车共享的行为意愿的显著积极影响,但表明交易成本对各自的意愿有负面影响。同时,意外交易成本对乘客信任表现出正向影响,而其他驱动因素对乘客信任表现出正向影响。研究结果还强调了乘客信任在模型中所有假设关系中的重要中介作用,指出了影响z世代采用汽车共享的因素的复杂性。研究的贡献是多方面的。首先,从理论角度来看,本研究强化了计划行为理论(TPB)在特定用户类别GenZ共享汽车的特定背景下的应用,同时通过增加信任作为心理中介来扩展TPB模型。进一步说,在应用方面,其影响既有实用性(即建议加强汽车共享供应商的管理和沟通策略),也有政策导向(即为政策制定者提供可持续性和意识发展方面的政策方向)。
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引用次数: 0
Assessing risks in air cold chain logistics for time- and temperature-sensitive products: A case of Taiwan 对时间和温度敏感产品的空气冷链物流风险评估:以台湾为例
IF 4.4 2区 工程技术 Q2 BUSINESS Pub Date : 2026-03-01 Epub Date: 2025-12-27 DOI: 10.1016/j.rtbm.2025.101587
Chao-Hung Chiang , Chia-Hsun Chang
This study investigates critical hazards associated with air transportation within cold chain logistics, focusing on the delivery of time-sensitive and perishable goods. Despite the growing importance of maintaining strict temperature control, there is a notable gap in research specifically targeting hazards in air cold chain logistics. Through an extensive literature review, 15 key hazards were identified and systematically categorized into five major groups: shipper, aircraft, apron, warehouse, and customs. To quantitatively assess these hazards, a hybrid approach combining Failure Modes and Effects Analysis (FMEA) with a Rule-based Bayesian Network (RBN) was employed, complemented by sensitivity analysis to ensure model robustness. Results reveal that hazards related to the shipper, aircraft, and apron exert the greatest impact, highlighting the critical role these stakeholders play in maintaining cold chain integrity. Based on these findings, targeted recommendations are proposed to mitigate risks effectively. The insights gained aim to enhance operational performance and reliability in air cold chain logistics, thereby strengthening the competitiveness and sustainability of the air cargo industry. This research helps bridge the existing knowledge gap and offers a practical framework for risk management in air cold chain transportation.
本研究调查了冷链物流中与航空运输相关的关键危害,重点是时间敏感和易腐货物的交付。尽管保持严格的温度控制越来越重要,但在专门针对空气冷链物流危害的研究方面存在明显的差距。通过广泛的文献回顾,确定了15个主要危害,并系统地分为五大类:托运人,飞机,停机坪,仓库和海关。为了定量评估这些风险,采用了一种将失效模式和影响分析(FMEA)与基于规则的贝叶斯网络(RBN)相结合的混合方法,并辅以敏感性分析以确保模型的鲁棒性。结果显示,与托运人、飞机和停机坪相关的危害影响最大,突出了这些利益相关者在保持冷链完整性方面发挥的关键作用。根据这些发现,提出了有针对性的建议,以有效减轻风险。研究的目的是提高空气冷链物流的运作表现和可靠性,从而加强航空货运业的竞争力和可持续性。这项研究有助于弥合现有的知识差距,并为空气冷链运输的风险管理提供了一个实用的框架。
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引用次数: 0
Designing a sustainable circular agriculture supply chain considering real-world business concerns 考虑到现实世界的商业问题,设计一个可持续的循环农业供应链
IF 4.4 2区 工程技术 Q2 BUSINESS Pub Date : 2026-03-01 Epub Date: 2025-12-15 DOI: 10.1016/j.rtbm.2025.101584
Arya Bavar , Mohammad Mahdi Paydar , Mostafa Hajiaghaei-Keshteli
The transition from a linear to a circular economy in food and agriculture supply chains has attracted scholars and managers due to increasing demands and environmental concerns. Incorporating sustainability with circular supply chain and transportation systems, not only addresses global environmental issues but also prevents the excessive use of non-renewable resources while covering economic and social concerns. Contrary to earlier studies, this study proposes a new sustainable circular agriculture supply chain and logistics network, incorporating a multi-objective mixed-integer linear programming model that considers current important real-world business concerns, like water consumption, agrochemical use, and new Agrivoltaic technologies. These factors are integrated to enhance transportation efficiency, productivity, revenue, and employment. Key logistic components such as facility location, transportation, inventory, and warehousing are addressed within this optimization framework. The feasibility of the proposed network is evaluated through a case in Northern Iran, addressed by the General Revised Multi-Choice Goal Programming method. Besides, this study develops a new modified multi-objective meta-heuristic algorithm, alongside other famous ones, with a comprehensive tuning strategy to tackle the proposed test problems. The performance of the algorithms is evaluated by several indicators, and a new hybrid multi-objective decision-making approach is proposed to ease the comparison of the algorithms. Adjustments in influential logistics and transportation parameters and different aspects of the proposed problem are explored through several sensitivity analyses. The results highlight the importance of facility location, effective Agrivoltaic technology, strategic product transportation, and inventory planning, which enhance circular and sustainable advancements in agri-food transportation and logistic industries.
由于日益增长的需求和对环境的担忧,食品和农业供应链从线性经济向循环经济的转变吸引了学者和管理者。将可持续发展与循环供应链和运输系统相结合,不仅可以解决全球环境问题,还可以防止过度使用不可再生资源,同时兼顾经济和社会问题。与早期的研究相反,本研究提出了一个新的可持续循环农业供应链和物流网络,结合了一个多目标混合整数线性规划模型,该模型考虑了当前重要的现实世界商业问题,如用水量、农用化学品使用和新的农业光伏技术。这些因素综合起来可以提高运输效率、生产力、收入和就业。关键的物流组件,如设施位置、运输、库存和仓储都在这个优化框架中得到解决。通过伊朗北部的一个案例,用通用修正多选择目标规划方法对拟议网络的可行性进行了评估。此外,本研究还开发了一种新的改进的多目标元启发式算法,并采用综合调优策略来解决所提出的测试问题。通过多个指标对算法的性能进行评价,提出了一种新的混合多目标决策方法来简化算法之间的比较。通过几个敏感性分析,探讨了影响物流和运输参数的调整以及所提出问题的不同方面。研究结果强调了设施选址、有效的农业光伏技术、战略性产品运输和库存规划的重要性,这些都促进了农业食品运输和物流行业的循环和可持续发展。
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引用次数: 0
Implementing environmental efficiencies in aviation using lean six sigma in air traffic control 在航空交通管制中运用精益六西格玛提高航空环境效率
IF 4.4 2区 工程技术 Q2 BUSINESS Pub Date : 2026-03-01 Epub Date: 2025-12-13 DOI: 10.1016/j.rtbm.2025.101583
Declan Mangav , Olivia McDermott , Anna Trubetskaya
This paper demonstrates how air traffic services, by collaborating closely with airline customers, can implement environmental initiatives that also yield financial benefits through the application of Lean Six Sigma techniques. By streamlining operational processes -specifically those related to the descent and arrival phases of flight - aviation stakeholders can reduce fuel consumption and associated CO₂ emissions, contributing to a more sustainable and environmentally responsible industry. The research involved redesigning a process using Lean Six Sigma tools to optimize outcomes for both cost efficiency and environmental impact. The initiative, focused on aircraft arriving at Cork Airport, engaged multiple stakeholders including a neighbouring Air Navigation Service Provider and the Dublin Airport Authority. Findings reveal that by actively listening to both internal and external customer voices and applying Lean Six Sigma principles, air traffic services can effectively eliminate waste, enhance operational efficiency, and deliver measurable environmental improvements. While Lean Six Sigma has been widely adopted across various sectors of aviation, its application within air traffic control remains limited. This study offers a novel contribution by illustrating how these methodologies can be successfully employed in a highly regulated domain to drive meaningful change.
本文展示了空中交通服务如何通过与航空公司客户密切合作,实施环境倡议,并通过应用精益六西格玛技术产生经济效益。通过简化操作流程,特别是与航班下降和到达阶段相关的流程,航空利益相关者可以减少燃料消耗和相关的二氧化碳排放,从而为更可持续和对环境负责的行业做出贡献。该研究涉及使用精益六西格玛工具重新设计流程,以优化成本效率和环境影响的结果。该倡议的重点是抵达科克机场的飞机,涉及多个利益相关者,包括邻近的空中导航服务提供商和都柏林机场管理局。调查结果显示,通过积极倾听内部和外部客户的声音,并应用精益六西格玛原则,空中交通服务可以有效地消除浪费,提高运营效率,并提供可衡量的环境改善。虽然精益六西格玛已被广泛应用于航空的各个部门,但它在空中交通管制中的应用仍然有限。这项研究提供了一个新颖的贡献,说明了这些方法如何成功地应用于一个高度监管的领域,以推动有意义的变化。
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引用次数: 0
Consumer adoption of pickup points in the MENA region-towards energy-efficient last-mile delivery: A multiple-study approach 消费者采用中东和北非地区的取货点——迈向节能的最后一英里递送:一项多重研究方法
IF 4.4 2区 工程技术 Q2 BUSINESS Pub Date : 2026-03-01 Epub Date: 2026-02-10 DOI: 10.1016/j.rtbm.2026.101622
Amr Ekram , Jiani Wu , Ali Mohsin Ba Awain , Islam Elbayoumi Salem , Edwin Jonathan Mora Chuquer , Ahmed Mohamed Elbaz
This study explores the behavioural drivers shaping consumer adoption of pickup points as a sustainable alternative to last-mile delivery (LMD) in the Middle East and North Africa (MENA) region. In this context, it examines the mediating role of sustainable consumption behaviour and the moderating effect of perceived risk. An integrated conceptual framework was developed based on five established principles: diffusion of innovation, resource matching, transaction costs, the theory of planned behaviour and perceived risk theory. The data were collected through a structured survey of 1689 respondents from Egypt, Morocco, Kingdom of Saudi Arabia (KSA) and United Arab Emirates (UAE). The proposed model was tested using structural equation modelling. The study follows a multi-study approach, as it evaluates the model at the regional MENA level and individually for each of the four countries through multi-group analysis to assess differences across countries. The analysis confirmed that relative advantage, local convenience, and energy-saving intention significantly improved sustainable consumption behaviour, while transaction costs had a negative impact. Sustainable consumption behaviour emerged as a strong predictor of intentions to use pickup points and acted as a partial mediator between each of the four antecedents and behavioural intention. Perceived risk has a negative moderating effect in Egypt, Morocco and KSA, but this effect was not significant in the UAE. Multigroup analysis revealed country-specific variations, emphasizing the importance of tailoring LMD strategies to local market conditions. This study provides practical recommendations for e-commerce platforms, logistics providers and policy makers who wish to implement effective, context-specific LMD models in emerging markets.
本研究探讨了在中东和北非(MENA)地区,消费者将取货点作为最后一英里送货(LMD)的可持续替代方案的行为驱动因素。在这种情况下,它检查了可持续消费行为的中介作用和感知风险的调节作用。基于创新扩散、资源匹配、交易成本、计划行为理论和感知风险理论,建立了一个综合概念框架。数据是通过对来自埃及、摩洛哥、沙特阿拉伯王国(KSA)和阿拉伯联合酋长国(UAE)的1689名受访者的结构化调查收集的。采用结构方程模型对模型进行了验证。该研究采用多研究方法,在区域中东和北非地区层面对该模型进行评估,并通过多组分析对四个国家中的每个国家进行单独评估,以评估各国之间的差异。分析证实,相对优势、当地便利性和节能意愿显著改善了可持续消费行为,而交易成本对可持续消费行为有负面影响。可持续消费行为作为使用拾取点的意图的强烈预测因素出现,并作为四个前因和行为意图之间的部分中介。感知风险在埃及、摩洛哥和沙特阿拉伯有负向调节作用,但这种作用在阿联酋不显著。多组分析揭示了各国的具体差异,强调了根据当地市场情况调整LMD战略的重要性。这项研究为电子商务平台、物流供应商和政策制定者提供了实用的建议,他们希望在新兴市场实施有效的、具体的LMD模型。
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引用次数: 0
Pathways to sustainable aviation in emerging economies: A case study of the airline industry in Lebanon 新兴经济体可持续航空之路:以黎巴嫩航空业为例
IF 4.4 2区 工程技术 Q2 BUSINESS Pub Date : 2026-03-01 Epub Date: 2026-02-26 DOI: 10.1016/j.rtbm.2026.101629
Milad Khatib , Janna Al Sayed
With the combination of growing regulatory pressure, increased environmental standards, and altering stakeholder needs, sustainable aviation has become a worldwide issue. In fragile-state environments shown by institutional instability, financial restrictions, and governance deficiencies, these complex relationships become more obvious. A mixed-method evaluation of Middle East Airlines (MEA) was achieved, combining passenger and staff surveys with interviews with senior managers and aviation experts. This study aims to investigate the potential of sustainable aviation in the fragile-state context of Lebanon. It explores how organizational capacities, contextual hurdles, and environmental awareness affect the viability of sustainability projects, based on the Triple Bottom Line (TBL) and Stakeholder Theory. The findings demonstrate strong public support for more environmentally friendly aircraft and a generally favorable attitude toward environmental responsibility among stakeholder groups. Nevertheless, the results also underline several operational barriers that delay approval, such as fuel substitutes, inadequate regulatory frameworks, and financial instability. The paper contributes to the nascent literature on sustainable aviation within developing and fragile states through its context-sensitive framework that captures the interplay between stakeholder expectations and institutional realities. Practical suggestions are provided for policymakers and airline managers on how to align sectoral recovery with global sustainability objectives.
随着监管压力的增加、环境标准的提高和利益相关者需求的变化,可持续航空已经成为一个全球性的问题。在制度不稳定、财政限制和治理缺陷等脆弱的国家环境中,这些复杂的关系变得更加明显。对中东航空公司(MEA)进行了综合评估,将乘客和员工调查与高级管理人员和航空专家的访谈相结合。本研究旨在探讨黎巴嫩脆弱国家背景下可持续航空的潜力。它探讨了组织能力、背景障碍和环境意识如何影响可持续发展项目的可行性,基于三重底线(TBL)和利益相关者理论。调查结果表明,公众强烈支持更环保的飞机,利益相关者群体普遍对环境责任持积极态度。然而,研究结果也强调了延迟批准的几个操作障碍,如燃料替代品、监管框架不完善和金融不稳定。本文通过其上下文敏感的框架,捕捉了利益相关者期望与制度现实之间的相互作用,为发展中国家和脆弱国家可持续航空的新兴文献做出了贡献。就如何将行业复苏与全球可持续发展目标结合起来,为政策制定者和航空公司管理者提供了切实可行的建议。
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引用次数: 0
Innovative freight wagons in single wagon load transport: Potentials and impacts on improvement of competitiveness 单车载重运输中的创新货车:竞争力提升的潜力与影响
IF 4.4 2区 工程技术 Q2 BUSINESS Pub Date : 2026-03-01 Epub Date: 2026-01-23 DOI: 10.1016/j.rtbm.2026.101611
Aylin Altun , Ralf Elbert , Mahnam Saeednia
The climate objectives necessitate a modal shift of freight transport from road to rail, with single wagon load (SWL) transport playing a critical role due to its direct competition with truck transport. This paper investigates the impact of innovative freight wagon concepts on enhancing the competitiveness of SWL transport. Interviews with professionals from the SWL sector were conducted using a qualitative single-case study approach.
The findings reveal that retrofitting conventional freight wagons with innovative designs can significantly influence operational processes, including wagon disposition planning, turnaround times, and other key performance metrics. These improvements are likely to boost the competitiveness of SWL transport, contributing to an increased share of rail in the modal split.
This study adds to the literature on SWL transport by offering a focused analysis of how innovative freight solutions can address the sector's operational challenges. Furthermore, it provides practical insights for managers, emphasising the importance of adopting innovative wagon technologies to optimise efficiency, reduce costs, and strengthen the market position of SWL transport in the evolving freight sector.
气候目标要求货物运输方式从公路转向铁路,单货车装载(SWL)运输由于其与卡车运输的直接竞争而发挥着关键作用。本文研究了创新货车概念对提高SWL运输竞争力的影响。对来自SWL行业的专业人士的访谈采用了定性的单案例研究方法。研究结果表明,采用创新设计改造传统货车可以显著影响运营流程,包括货车配置计划、周转时间和其他关键绩效指标。这些改进可能会提高SWL运输的竞争力,有助于增加铁路在运输方式分割中的份额。本研究通过提供创新货运解决方案如何解决该行业运营挑战的重点分析,为SWL运输的文献提供了补充。此外,它还为管理人员提供了实用的见解,强调了采用创新货车技术以优化效率、降低成本和加强SWL运输在不断发展的货运行业中的市场地位的重要性。
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引用次数: 0
Is hybrid measure an effective instrument for behavioural modal shift decisions to mitigate traffic congestion 混合测量是否是行为模式转换决策的有效工具以缓解交通拥堵
IF 4.4 2区 工程技术 Q2 BUSINESS Pub Date : 2026-03-01 Epub Date: 2026-01-21 DOI: 10.1016/j.rtbm.2026.101608
Naveed Farooz Marazi , Prasanta K. Sahu , Bandhan Bandhu Majumdar , Agnivesh Pani
This paper investigates the influence of a hybrid measure (systemic measure with enhanced transit service) on mode choice decisions for the success of congestion pricing (CP). The term hybrid measure is introduced in this research and the effect of this measure has not been given due attention especially in emerging economies. The hybrid measure consists of 1) push measure, i.e., CP; 2) pull measures for public transit, i.e., lesser number of transfers, lower- access, egress and in-vehicle time, reduced transit travel cost, decreased headway; 3) improvements in transit service, i.e., availability of air-conditioning, increased ease of boarding, lesser onboard crowdedness. We conducted a choice experiment considering several CP scenarios and collected 1028 responses with complete information related to commuters' socio-demographics, travel characteristics, etc. Results from multinomial logit modelling analysis indicated that CP coupled with the availability of air conditioning and ease of transit boarding would attract car commuters towards public buses. Seamless and reduced number of transfers to public buses would also play a major role in improving public bus ridership while implementing CP. We found that commuters' WTP is maximum towards the improvement in ease of boarding and reduction in access time attributes. Also, while estimating the modal trade-off among various generated scenarios, we found that public bus has a maximum probability of being preferred (68.5%) for block C second scenario: ease of boarding, availability of air conditioning are maximum, onboard crowdedness, access and egress time are minimum, and congestion charge for car commuters is highest. Thus, it is believed that a hybrid measure may get larger acceptance than a standalone implementation of push/pull/systemic measures to alleviate congestion and decarbonise urban transport network activities.
本文研究了混合措施(系统措施和增强的交通服务)对交通拥挤收费模式选择决策的影响。在本研究中引入了“混合措施”一词,但该措施的效果尚未得到应有的重视,特别是在新兴经济体中。混合措施包括:1)推措施,即CP;2)公共交通的拉动式措施,即减少换乘次数,缩短出入口和车内时间,降低公交出行成本,减少车头时距;3)运输服务的改善,即空调的可用性,登机的便利性,机上拥挤程度的降低。我们进行了一个选择实验,考虑了几种CP场景,收集了1028份回复,其中包含了通勤者的社会人口统计、出行特征等完整信息。多项logit模型分析的结果表明,CP与空调的可用性和公交上车的便利性相结合,将吸引私家车通勤者选择公交车。在实施CP的同时,无缝和减少公交换乘次数也将在改善公交客流量方面发挥重要作用。我们发现,通勤者的WTP最大程度地倾向于改善上车便利性和减少访问时间属性。此外,在估算各种生成情景之间的模式权衡时,我们发现公共汽车在block C的第二种情景中具有最大的首选概率(68.5%):上车的便利性,空调的可用性最大,车上拥挤,进出时间最短,汽车通勤者的拥堵费最高。因此,人们认为,混合措施可能比单独实施推/拉/系统措施更容易被接受,以缓解拥堵和使城市交通网络活动脱碳。
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引用次数: 0
A review of traffic accident perception models considering multiple influencing factors based on analysis framework optimization 基于分析框架优化的多因素交通事故感知模型研究综述
IF 4.4 2区 工程技术 Q2 BUSINESS Pub Date : 2026-03-01 Epub Date: 2025-12-12 DOI: 10.1016/j.rtbm.2025.101576
Boyang Li , Xiaowen Sha , Yuhang Yang , Miao Su
The perception of traffic accidents is crucial for improving road safety. However, existing studies have limitations, including fragmented analysis of influencing factors, weak generalization of perception models, and the lack of a specific review framework in this field. This study proposes a traffic meta-analysis method to systematically review and quantify existing research on traffic accident perception, and ultimately identify which influencing factors and model structures can enhance the accuracy of traffic accident perception. Methodologically, traffic meta-analysis follows four key steps. First, it screens literature based on inclusion and exclusion criteria. Second, it scores the literature using literature quality assessment criteria. Third, it calculates the percentage improvement (enhancement rate) of the models proposed in the literature over the baseline in terms of accuracy. Finally, it evaluates the role of model structures and influencing factors in the literature by considering the weighted enhancement rate of literature scores, thereby comparing the performance of different perception models. This study constructs a dedicated analytical framework for traffic accident perception models and provides practical guidance for the application of artificial intelligence models in the field of traffic safety.
对交通事故的认识对提高道路安全至关重要。然而,现有的研究存在局限性,包括对影响因素的碎片化分析,感知模型的泛化能力弱,以及该领域缺乏具体的审查框架。本研究提出一种交通元分析方法,系统回顾和量化现有的交通事故感知研究,最终确定哪些影响因素和模型结构可以提高交通事故感知的准确性。在方法上,流量元分析遵循四个关键步骤。首先,它根据纳入和排除标准筛选文献。其次,采用文献质量评价标准对文献进行评分。第三,计算文献中提出的模型在准确率方面相对于基线的改进百分比(增强率)。最后,通过考虑文献得分的加权增强率来评价模型结构和影响因素在文献中的作用,从而比较不同感知模型的表现。本研究构建了交通事故感知模型的专用分析框架,为人工智能模型在交通安全领域的应用提供了实践指导。
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引用次数: 0
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Research in Transportation Business and Management
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