首页 > 最新文献

Journal of Public Transportation最新文献

英文 中文
Impacts of pandemic service adaptations on job accessibility: A case study of the Bay Area Rapid Transit 大流行病服务调整对工作便利性的影响:湾区捷运案例研究
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100102
Phoebe Ho , Johanna Zmud , Joan Walker

The COVID-19 pandemic highlighted transit's crucial role as a social service, ensuring access to essential destinations. Despite this, unprecedented ridership lows forced agencies to implement service cuts, disproportionately affecting essential workers and vulnerable populations. However, the full extent of these impacts remains underexplored. While existing literature examines transit agency responses during the pandemic, much of the focus has been on public health and safety measures, overlooking the specifics of service adjustment strategies implemented. This study contributes to our understanding of transit agency pandemic responses throughout the pre-, peak-, and post-pandemic phases by 1) characterizing patterns in transit service adjustments and 2) extending pandemic accessibility literature by examining job-specific impacts. The framework integrates time series clustering, qualitative review of agency press releases, and transit accessibility analysis, using only publicly available data. Through a case study of Bay Area Rapid Transit, we find distinct clusters of stations characterized by patterns in weekday morning peak service restoration and station area demographics. While impacts to accessibility varied by time of day, the relative ordering of accessibility levels across income and race/ethnicity remained consistent throughout the pandemic. These findings contribute to our understanding of service adaptation impacts and inform equitable response strategies for future service planning and disruptions.

COVID-19 大流行凸显了公共交通作为社会服务的重要作用,它确保了人们到达重要目的地。尽管如此,空前低迷的乘客量迫使各机构削减服务,对基本工作者和弱势群体造成了极大影响。然而,这些影响的全部程度仍未得到充分探究。虽然现有文献研究了大流行期间公交机构的应对措施,但大部分重点都放在了公共卫生和安全措施上,而忽略了所实施的服务调整策略的具体内容。本研究通过 1)描述公交服务调整的模式;2)通过考察特定工作的影响来扩展大流行的可及性文献,有助于我们了解公交机构在大流行前、高峰期和后期的应对措施。该框架整合了时间序列聚类、机构新闻稿定性审查和公交可达性分析,仅使用公开可用的数据。通过对湾区捷运的案例研究,我们发现了以工作日早高峰服务恢复模式和车站区域人口统计为特征的不同车站群。虽然一天中不同时间段对可达性的影响各不相同,但在整个大流行期间,不同收入和种族/族裔的可达性水平的相对排序保持一致。这些发现有助于我们了解服务适应性的影响,并为未来的服务规划和中断提供公平的应对策略。
{"title":"Impacts of pandemic service adaptations on job accessibility: A case study of the Bay Area Rapid Transit","authors":"Phoebe Ho ,&nbsp;Johanna Zmud ,&nbsp;Joan Walker","doi":"10.1016/j.jpubtr.2024.100102","DOIUrl":"10.1016/j.jpubtr.2024.100102","url":null,"abstract":"<div><p>The COVID-19 pandemic highlighted transit's crucial role as a social service, ensuring access to essential destinations. Despite this, unprecedented ridership lows forced agencies to implement service cuts, disproportionately affecting essential workers and vulnerable populations. However, the full extent of these impacts remains underexplored. While existing literature examines transit agency responses during the pandemic, much of the focus has been on public health and safety measures, overlooking the specifics of service adjustment strategies implemented. This study contributes to our understanding of transit agency pandemic responses throughout the pre-, peak-, and post-pandemic phases by 1) characterizing patterns in transit service adjustments and 2) extending pandemic accessibility literature by examining job-specific impacts. The framework integrates time series clustering, qualitative review of agency press releases, and transit accessibility analysis, using only publicly available data. Through a case study of Bay Area Rapid Transit, we find distinct clusters of stations characterized by patterns in weekday morning peak service restoration and station area demographics. While impacts to accessibility varied by time of day, the relative ordering of accessibility levels across income and race/ethnicity remained consistent throughout the pandemic. These findings contribute to our understanding of service adaptation impacts and inform equitable response strategies for future service planning and disruptions.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":null,"pages":null},"PeriodicalIF":2.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000225/pdfft?md5=74b6aabaf90a3a72bb68008502210dd4&pid=1-s2.0-S1077291X24000225-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142171616","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
How do you travel? A holistic evaluation of public transport journeys of women: A case study of Delhi, India 您如何出行?对女性公共交通出行的整体评估:印度德里案例研究
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100106
Ankita Sil , Subeh Chowdhury , Roselle Thoreau
Women in South-and Southeast-Asia encounter numerous barriers when traveling with informal and formal public transport modes. These barriers are often complex and rooted in societal norms. Previous works have predominantly focused on user satisfaction surveys to evaluate service quality of public transport journeys. There is a very limited understanding of women’s first-and-last mile trips, especially by income groups. The present study contributes to this knowledge gap by developing a detailed audit framework to evaluate whole public transport journeys, including first-and last-mile trips with intermediate public transport (informal) modes. Delhi, India is chosen as the case study city. The audit is used to evaluate 45 whole public transport journeys, with a variation in origin-destination pairs by income levels. In addition, anecdotal findings through conversations with female commuters enroute, from varying income levels, provide valuable insights into their constant awareness for personal safety and the detailed pre-planning undertaken to reach their destinations safely. It is evident from the results that low-income women are the most disadvantaged. Despite rides being subsidized by the government, they navigate poorly built environments and slow local bus services. Results also showed that first mile trips are the weakest links in the whole journeys. These findings provide evidence that despite attempts to improve the transport system, it remains inadequately designed for women, particularly those who are most vulnerable. The study concludes with recommendations for policymakers and practitioners.
南亚和东南亚的妇女在使用非正规和正规公共交通工具出行时会遇到许多障碍。这些障碍往往是复杂的,根植于社会规范。以往的研究主要侧重于用户满意度调查,以评估公共交通出行的服务质量。对女性首末里程出行的了解非常有限,尤其是按收入群体划分。本研究通过制定详细的审计框架来评估整个公共交通旅程,包括使用中间公共交通(非正规)模式的首末里程旅行,从而填补了这一知识空白。本研究选择印度德里作为案例研究城市。该审计方法用于评估 45 次全程公共交通旅行,不同收入水平的出发地和目的地也不尽相同。此外,通过与不同收入水平的女性乘客在途中的交谈,对她们时刻注意人身安全以及为安全到达目的地而进行的详细预先计划提供了宝贵的见解。调查结果显示,低收入女性的处境最为不利。尽管有政府的乘车补贴,但她们仍要穿梭于简陋的建筑环境和缓慢的当地公交服务中。结果还显示,第一英里行程是整个行程中最薄弱的环节。这些调查结果表明,尽管政府试图改善交通系统,但该系统仍然没有为妇女,尤其是那些最弱势的妇女进行适当的设计。研究最后向决策者和从业人员提出了建议。
{"title":"How do you travel? A holistic evaluation of public transport journeys of women: A case study of Delhi, India","authors":"Ankita Sil ,&nbsp;Subeh Chowdhury ,&nbsp;Roselle Thoreau","doi":"10.1016/j.jpubtr.2024.100106","DOIUrl":"10.1016/j.jpubtr.2024.100106","url":null,"abstract":"<div><div>Women in South-and Southeast-Asia encounter numerous barriers when traveling with informal and formal public transport modes. These barriers are often complex and rooted in societal norms. Previous works have predominantly focused on user satisfaction surveys to evaluate service quality of public transport journeys. There is a very limited understanding of women’s first-and-last mile trips, especially by income groups. The present study contributes to this knowledge gap by developing a detailed audit framework to evaluate whole public transport journeys, including first-and last-mile trips with intermediate public transport (informal) modes. Delhi, India is chosen as the case study city. The audit is used to evaluate 45 whole public transport journeys, with a variation in origin-destination pairs by income levels. In addition, anecdotal findings through conversations with female commuters enroute, from varying income levels, provide valuable insights into their constant awareness for personal safety and the detailed pre-planning undertaken to reach their destinations safely. It is evident from the results that low-income women are the most disadvantaged. Despite rides being subsidized by the government, they navigate poorly built environments and slow local bus services. Results also showed that first mile trips are the weakest links in the whole journeys. These findings provide evidence that despite attempts to improve the transport system, it remains inadequately designed for women, particularly those who are most vulnerable. The study concludes with recommendations for policymakers and practitioners.</div></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":null,"pages":null},"PeriodicalIF":2.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142357103","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Individual accessibility impacts of public transport automation on (groups of) rural dwellers 公共交通自动化对农村居民(群体)的个人无障碍影响
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100098
Alberto Dianin , Michael Gidam , Elisa Ravazzoli , Agnieszka Elzbieta Stawinoga , Georg Hauger

Rural areas typically register low accessibility. This fact negatively affects their attractiveness, the well-being of their population in general, and population subgroups with limited access to private cars or strong space-time constraints (like minors, the elderly or members of large households). Collective autonomous vehicles (AVs) might improve this situation, e.g. by enhancing standard line-based services or introducing alternative shared schemes. Nevertheless, the collective usage of AVs in rural transport and their potential impacts on accessibility are still underexplored, with most research focused on the urban context. This study aims to fill this gap by analysing the public transport accessibility impacts that five alternative AV supply scenarios might generate in the rural valley of Mühlwald (South Tyrol, Italy). To this end, a variant of the standard space-time accessibility model developed by the authors is used. This focuses on accessibility by public transport specifically, and measures it to both fixed activities and discretionary opportunities. Accessibility impacts are first estimated at the person-based level for a sample of residents. Then, they are aggregated for the whole sample and six subgroups that tend to experience more substantial accessibility issues based on the literature. Results show that line-based AV applications provide limited accessibility benefits. Conversely, time-flexible applications like ride-shared vans or combinations of line-based trunks and on-demand feeders over peak and off-peak hours may provide the most evident advantages, especially for the subgroups with the tightest space-time schedules. Although these results do not reflect other possible impacts of AVs (e.g. environmental effects), they provide policymakers with valuable insights into the collective AV usages that could be most suitable in the rural context regarding person-based accessibility gains.

农村地区通常交通不便。这一事实对农村地区的吸引力、一般居民的福利以及使用私家车机会有限或有强烈时空限制的人群(如未成年人、老年人或大家庭成员)产生了负面影响。集体自动驾驶汽车(AVs)可能会改善这种状况,例如通过加强标准线路服务或引入其他共享方案。然而,人们对农村交通中集体自动驾驶汽车的使用及其对无障碍环境的潜在影响仍未进行充分探索,大多数研究都集中在城市环境中。本研究旨在填补这一空白,通过分析五种可供选择的自动驾驶汽车供应方案可能对 Mühlwald(意大利南蒂罗尔)农村山谷的公共交通可达性产生的影响。为此,本文采用了作者开发的标准时空可达性模型的变体。该模型特别关注公共交通的可达性,并对固定活动和自由支配机会进行衡量。首先,对居民样本进行以个人为单位的可达性影响估算。然后,根据文献资料,对整个样本和倾向于遇到更多无障碍问题的六个子群体进行汇总。结果表明,基于线路的视听应用提供的无障碍优势有限。相反,时间灵活的应用,如共享单车或高峰和非高峰时段的线路干线和按需接驳的组合,可能会带来最明显的优势,特别是对于时空安排最紧张的子群体。尽管这些结果并没有反映出自动驾驶汽车可能产生的其他影响(如环境影响),但它们为决策者提供了宝贵的见解,使他们了解到在农村地区,在以人为本的无障碍环境方面,自动驾驶汽车的集体使用可能是最合适的。
{"title":"Individual accessibility impacts of public transport automation on (groups of) rural dwellers","authors":"Alberto Dianin ,&nbsp;Michael Gidam ,&nbsp;Elisa Ravazzoli ,&nbsp;Agnieszka Elzbieta Stawinoga ,&nbsp;Georg Hauger","doi":"10.1016/j.jpubtr.2024.100098","DOIUrl":"https://doi.org/10.1016/j.jpubtr.2024.100098","url":null,"abstract":"<div><p>Rural areas typically register low accessibility. This fact negatively affects their attractiveness, the well-being of their population in general, and population subgroups with limited access to private cars or strong space-time constraints (like minors, the elderly or members of large households). Collective autonomous vehicles (AVs) might improve this situation, e.g. by enhancing standard line-based services or introducing alternative shared schemes. Nevertheless, the collective usage of AVs in rural transport and their potential impacts on accessibility are still underexplored, with most research focused on the urban context. This study aims to fill this gap by analysing the public transport accessibility impacts that five alternative AV supply scenarios might generate in the rural valley of Mühlwald (South Tyrol, Italy). To this end, a variant of the standard space-time accessibility model developed by the authors is used. This focuses on accessibility by public transport specifically, and measures it to both fixed activities and discretionary opportunities. Accessibility impacts are first estimated at the person-based level for a sample of residents. Then, they are aggregated for the whole sample and six subgroups that tend to experience more substantial accessibility issues based on the literature. Results show that line-based AV applications provide limited accessibility benefits. Conversely, time-flexible applications like ride-shared vans or combinations of line-based trunks and on-demand feeders over peak and off-peak hours may provide the most evident advantages, especially for the subgroups with the tightest space-time schedules. Although these results do not reflect other possible impacts of AVs (e.g. environmental effects), they provide policymakers with valuable insights into the collective AV usages that could be most suitable in the rural context regarding person-based accessibility gains.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":null,"pages":null},"PeriodicalIF":2.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000183/pdfft?md5=0b225aa1845ebb2522bb406c82ae7d84&pid=1-s2.0-S1077291X24000183-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141606794","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Passenger valuation of interchanges in urban public transport 城市公共交通换乘站的乘客评价
IF 12.2 4区 工程技术 Q1 Social Sciences Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100089
Menno Yap , Howard Wong , Oded Cats

Understanding how passengers perceive public transport interchanges is important to better explain current public transport mode and route choice behaviour and to better predict future demand levels. In this study we derive how passengers value a public transport interchange in a metropolitan context entirely based on recent, large-scale, Revealed Preference data, explicitly distinguishing between different types and modes of public transport interchanges. For this purpose we estimate three discrete choice models using maximum likelihood estimation, based on over 26,000 passenger route choices observed in June 2023 in the Greater London Area. We find that each public transport interchange is on average valued equivalent to 5 min uncrowded in-vehicle time. Additionally, our model results provide quantitative evidence that cross-platform interchanges between two metro journey legs are valued 20–25 % less negatively than a regular metro interchange where a level change is required. Multimodal bus-metro interchanges and out-of-station interchanges are perceived most negatively by passengers. Passengers value bus-bus interchanges on average about 60 % more negatively than metro-metro interchanges, possibly driven by factors such as comfort, service frequency, reliability and (perceived) safety. Our study results can be used for business case and appraisal purposes, when quantifying the impact of service changes which affect the number or type of interchanges.

了解乘客如何看待公共交通换乘站对于更好地解释当前的公共交通模式和路线选择行为以及更好地预测未来的需求水平非常重要。在本研究中,我们完全根据最近的大规模 "显性偏好 "数据,明确区分不同类型和模式的公共交通换乘站,推导出乘客如何看待大都市中的公共交通换乘站。为此,我们根据 2023 年 6 月在大伦敦地区观察到的 26,000 多条乘客路线选择,采用最大似然估计法估计了三个离散选择模型。我们发现,每个公共交通换乘点的平均价值相当于 5 分钟不拥挤的车内时间。此外,我们的模型结果还提供了定量证据,证明两条地铁线路之间的跨站台换乘比需要平层换乘的普通地铁换乘的负面价值低 20-25%。乘客对公交地铁多式联运换乘站和站外换乘站的负面评价最高。乘客对公共汽车-公共汽车换乘站的负面评价平均比地铁-地铁换乘站高出约 60%,这可能是受舒适度、服务频率、可靠性和(感知)安全性等因素的影响。我们的研究结果可用于商业案例和评估目的,以量化影响换乘站数量或类型的服务变化的影响。
{"title":"Passenger valuation of interchanges in urban public transport","authors":"Menno Yap ,&nbsp;Howard Wong ,&nbsp;Oded Cats","doi":"10.1016/j.jpubtr.2024.100089","DOIUrl":"https://doi.org/10.1016/j.jpubtr.2024.100089","url":null,"abstract":"<div><p>Understanding how passengers perceive public transport interchanges is important to better explain current public transport mode and route choice behaviour and to better predict future demand levels. In this study we derive how passengers value a public transport interchange in a metropolitan context entirely based on recent, large-scale, Revealed Preference data, explicitly distinguishing between different types and modes of public transport interchanges. For this purpose we estimate three discrete choice models using maximum likelihood estimation, based on over 26,000 passenger route choices observed in June 2023 in the Greater London Area. We find that each public transport interchange is on average valued equivalent to 5 min uncrowded in-vehicle time. Additionally, our model results provide quantitative evidence that cross-platform interchanges between two metro journey legs are valued 20–25 % less negatively than a regular metro interchange where a level change is required. Multimodal bus-metro interchanges and out-of-station interchanges are perceived most negatively by passengers. Passengers value bus-bus interchanges on average about 60 % more negatively than metro-metro interchanges, possibly driven by factors such as comfort, service frequency, reliability and (perceived) safety. Our study results can be used for business case and appraisal purposes, when quantifying the impact of service changes which affect the number or type of interchanges.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":null,"pages":null},"PeriodicalIF":12.2,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000092/pdfft?md5=71ea0fffddee4fc21ace511a464b2fa2&pid=1-s2.0-S1077291X24000092-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140605481","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unveiling the spatial heterogeneity of public transit resilience during and after the COVID-19 Pandemic 揭示 COVID-19 大流行期间和之后公共交通复原力的空间异质性
IF 12.2 4区 工程技术 Q1 Social Sciences Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100091
Xuan Li , Sugie Lee , Chisun Yoo

Even though COVID-19 no longer poses a significant threat to public health, it is crucial to reflect on this large-scale event to design equity and adaptability into services like public transportation systems for cities of the future. The case of Seoul presents a unique opportunity to analyse the pandemic's impact on transit ridership, serving as a natural experiment which is characterized by the implementation of a non-lockdown policy coupled with proactive transit management strategies. This study introduces a resilience index that magnifies the “unaveraged clues” of changes in Origin-Destination (OD) pairs to quantify the spatially unequal response of Seoul public transit use to external shocks from 2020 to 2023. Our findings reveal spatial heterogeneity in the resilience index of OD pairs and the dynamic change of related factors. OD pairs with high resilience during the outbreak were often associated with long-distance and labour-intensive industries, highlighting the need for transit systems to cater to “captive” travellers during the outbreaks. Despite overall ridership recovery in Seoul, factors like car ownership and the diversity of spatial functionality continued to influence patterns, which suggests that transit systems should focus on improving attractiveness to regain lost passengers post-pandemic. These insights are valuable for aligning policy with spatial and temporal dynamics to create equitable and sustainable public transportation systems.

尽管 COVID-19 已不再对公众健康构成重大威胁,但对这一大规模事件进行反思对于未来城市公共交通系统等服务的公平性和适应性设计至关重要。首尔的情况为分析大流行病对公交乘客的影响提供了一个独特的机会,它是一个自然实验,其特点是实施了非封锁政策和积极的公交管理策略。本研究引入了一种弹性指数,该指数放大了起始站-目的地(OD)对变化的 "非平均线索",以量化 2020 年至 2023 年首尔公共交通使用对外部冲击的空间不平等响应。我们的研究结果揭示了始发站对复原力指数的空间异质性以及相关因素的动态变化。疫情爆发期间复原力较高的OD对通常与长途和劳动密集型产业相关,这凸显了公交系统在疫情爆发期间满足 "被俘 "旅客需求的必要性。尽管首尔的乘客量总体上有所恢复,但汽车拥有量和空间功能多样性等因素仍在影响着乘客模式,这表明公交系统应注重提高吸引力,以挽回疫情后流失的乘客。这些见解对于根据时空动态调整政策,创建公平、可持续的公共交通系统非常有价值。
{"title":"Unveiling the spatial heterogeneity of public transit resilience during and after the COVID-19 Pandemic","authors":"Xuan Li ,&nbsp;Sugie Lee ,&nbsp;Chisun Yoo","doi":"10.1016/j.jpubtr.2024.100091","DOIUrl":"https://doi.org/10.1016/j.jpubtr.2024.100091","url":null,"abstract":"<div><p>Even though COVID-19 no longer poses a significant threat to public health, it is crucial to reflect on this large-scale event to design equity and adaptability into services like public transportation systems for cities of the future. The case of Seoul presents a unique opportunity to analyse the pandemic's impact on transit ridership, serving as a natural experiment which is characterized by the implementation of a non-lockdown policy coupled with proactive transit management strategies. This study introduces a resilience index that magnifies the “unaveraged clues” of changes in Origin-Destination (OD) pairs to quantify the spatially unequal response of Seoul public transit use to external shocks from 2020 to 2023. Our findings reveal spatial heterogeneity in the resilience index of OD pairs and the dynamic change of related factors. OD pairs with high resilience during the outbreak were often associated with long-distance and labour-intensive industries, highlighting the need for transit systems to cater to “captive” travellers during the outbreaks. Despite overall ridership recovery in Seoul, factors like car ownership and the diversity of spatial functionality continued to influence patterns, which suggests that transit systems should focus on improving attractiveness to regain lost passengers post-pandemic. These insights are valuable for aligning policy with spatial and temporal dynamics to create equitable and sustainable public transportation systems.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":null,"pages":null},"PeriodicalIF":12.2,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000110/pdfft?md5=2fb0ac45e452163c64240900c0b3948f&pid=1-s2.0-S1077291X24000110-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141083686","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Understanding the intra-day and intra-week ridership patterns of urban rail transit stations in London using a fuzzy clustering approach 利用模糊聚类法了解伦敦城市轨道交通车站日内和周内的乘客数量模式
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100099
Yan Cheng , Thomas Hatzichristos , Anastasia Kostellou , Taku Fujiyama , Konstantina Argyropoulou , Ioanna Spyropoulou

The needs for transit station classification are ever-growing as the planning process, be it at a strategic or operational level, becomes increasingly automated, data-oriented, and short-cycled. Whilst most existing models have used binary methods, this study applied a fuzzy clustering approach and examined cluster memberships (i.e., to what degree a station belongs to each cluster) of London rail transit stations by using entry and exit data with intra-day and intra-week variations. A method of hyperparameter selection in fuzzy clustering considering the context of transportation and a framework of ridership variation analysis was proposed. The results suggest that fuzzy clustering can maximise the information from high-resolution temporal passenger flow data of urban rail transit. The membership breakdowns allow users to have a better understanding of station characteristics and help to avoid inadequate plans by treating the stations belonging to multiple clusters in a different manner from the binary clustering, where each station only belongs to one cluster. Furthermore, fuzzy clustering can capture the ridership variation patterns and reveal special clusters. The results can be potentially applied in operation planning, such as service timetabling, station staff working-hour designs and fare strategy designs, etc.

随着规划过程(无论是战略层面还是运营层面)日益自动化、数据化和短周期化,对公交站点分类的需求也与日俱增。现有模型大多采用二进制方法,而本研究则采用模糊聚类方法,通过使用日内和周内变化的进出站数据,对伦敦轨道交通车站的聚类成员(即车站在多大程度上属于每个聚类)进行了研究。研究提出了一种考虑交通背景的模糊聚类超参数选择方法和乘客数量变化分析框架。结果表明,模糊聚类可以最大限度地利用城市轨道交通高分辨率时间客流数据的信息。与二进制聚类(每个车站只属于一个聚类)不同,模糊聚类通过对属于多个聚类的车站进行处理,可以让用户更好地了解车站的特征,有助于避免不适当的规划。此外,模糊聚类还能捕捉乘客的变化模式,并揭示特殊的聚类。研究结果可应用于运营规划,如服务时间安排、车站员工工作时间设计和票价策略设计等。
{"title":"Understanding the intra-day and intra-week ridership patterns of urban rail transit stations in London using a fuzzy clustering approach","authors":"Yan Cheng ,&nbsp;Thomas Hatzichristos ,&nbsp;Anastasia Kostellou ,&nbsp;Taku Fujiyama ,&nbsp;Konstantina Argyropoulou ,&nbsp;Ioanna Spyropoulou","doi":"10.1016/j.jpubtr.2024.100099","DOIUrl":"10.1016/j.jpubtr.2024.100099","url":null,"abstract":"<div><p>The needs for transit station classification are ever-growing as the planning process, be it at a strategic or operational level, becomes increasingly automated, data-oriented, and short-cycled. Whilst most existing models have used binary methods, this study applied a fuzzy clustering approach and examined cluster memberships (i.e., to what degree a station belongs to each cluster) of London rail transit stations by using entry and exit data with intra-day and intra-week variations. A method of hyperparameter selection in fuzzy clustering considering the context of transportation and a framework of ridership variation analysis was proposed. The results suggest that fuzzy clustering can maximise the information from high-resolution temporal passenger flow data of urban rail transit. The membership breakdowns allow users to have a better understanding of station characteristics and help to avoid inadequate plans by treating the stations belonging to multiple clusters in a different manner from the binary clustering, where each station only belongs to one cluster. Furthermore, fuzzy clustering can capture the ridership variation patterns and reveal special clusters. The results can be potentially applied in operation planning, such as service timetabling, station staff working-hour designs and fare strategy designs, etc.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":null,"pages":null},"PeriodicalIF":2.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000195/pdfft?md5=49e4e5e1efc83f9adcea443026318df0&pid=1-s2.0-S1077291X24000195-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141883744","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A critical review of analytical approaches in public bus transit network design and operations planning with focus on emerging technologies and sustainability 以新兴技术和可持续性为重点,对公共汽车运输网络设计和运营规划的分析方法进行批判性审查
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100100
Reza Mahmoudi, Saeid Saidi, S.C. Wirasinghe

The Public Bus Transit Network Design and Operations Planning Problem (PBTNDOPP) is a complex transportation problem. Analytical approaches are one of the key approaches to studying this problem, often leading to optimal or near-optimal solutions with reduced computational complexity compared to mathematical programming. This article leverages the Critical Path Method (CPM) to visualize the historical applications of analytical approaches in PBTNDOPP. Then, it reviews the applications of these approaches to some of the recently emerged sub-problems identified via CPM, i.e., sustainable public bus transit network design and introducing emerging transportation technologies to these systems. Our review aims to shed light on the current state of the literature and its future direction in the selected sub-problems by analyzing published studies in the last decade from various angles, such as the problems investigated, modeling methods, decision variables, network structures, and findings. The review shows that the existing body of literature on the application of analytical approaches to the selected problems is immature and at an early stage of development. For example, most of the studies on sustainable PBTNDPPP have not included all dimensions of sustainability and have only focused on environmental sustainability, while considering social criteria such as fairness and equity in PBTNDOPP is crucial for designing a sustainable PBTS. Another important gap is related to hybrid methods based on analytical approaches that take realistic assumptions and uncertainty in various problem parameters and variables into account.

公共汽车交通网络设计与运营规划问题(PBTNDOPP)是一个复杂的交通问题。分析方法是研究该问题的关键方法之一,与数学编程相比,分析方法往往能找到最优或接近最优的解决方案,并降低计算复杂度。本文利用关键路径法 (CPM),直观展示了分析方法在 PBTNDOPP 中的历史应用。然后,文章回顾了这些方法在 CPM 确定的一些近期出现的子问题中的应用,即可持续公共汽车交通网络设计和将新兴交通技术引入这些系统。我们的综述旨在通过分析过去十年中已发表的研究,从调查问题、建模方法、决策变量、网络结构和研究结果等不同角度,阐明所选子问题的文献现状及其未来发展方向。审查结果表明,关于将分析方法应用于所选问题的现有文献尚不成熟,处于早期发展阶 段。例如,大多数关于可持续 PBTNDPPP 的研究都没有包括可持续发展的所有方面,而只是侧重于环境的可持续发展,而考虑 PBTNDOPP 中的公平和公正等社会标准对于设计可持续 PBTS 至关重要。另一个重要差距与基于分析方法的混合方法有关,这些方法考虑了各种问题参数和变量的现实假设和不确定性。
{"title":"A critical review of analytical approaches in public bus transit network design and operations planning with focus on emerging technologies and sustainability","authors":"Reza Mahmoudi,&nbsp;Saeid Saidi,&nbsp;S.C. Wirasinghe","doi":"10.1016/j.jpubtr.2024.100100","DOIUrl":"https://doi.org/10.1016/j.jpubtr.2024.100100","url":null,"abstract":"<div><p>The Public Bus Transit Network Design and Operations Planning Problem (PBTNDOPP) is a complex transportation problem. Analytical approaches are one of the key approaches to studying this problem, often leading to optimal or near-optimal solutions with reduced computational complexity compared to mathematical programming. This article leverages the Critical Path Method (CPM) to visualize the historical applications of analytical approaches in PBTNDOPP. Then, it reviews the applications of these approaches to some of the recently emerged sub-problems identified via CPM, i.e., sustainable public bus transit network design and introducing emerging transportation technologies to these systems. Our review aims to shed light on the current state of the literature and its future direction in the selected sub-problems by analyzing published studies in the last decade from various angles, such as the problems investigated, modeling methods, decision variables, network structures, and findings. The review shows that the existing body of literature on the application of analytical approaches to the selected problems is immature and at an early stage of development. For example, most of the studies on sustainable PBTNDPPP have not included all dimensions of sustainability and have only focused on environmental sustainability, while considering social criteria such as fairness and equity in PBTNDOPP is crucial for designing a sustainable PBTS. Another important gap is related to hybrid methods based on analytical approaches that take realistic assumptions and uncertainty in various problem parameters and variables into account.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":null,"pages":null},"PeriodicalIF":2.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000201/pdfft?md5=402e97c87aabd0bba9598e72a9cac113&pid=1-s2.0-S1077291X24000201-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141606795","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fare inspection in proof-of-payment transit networks: A review 支付证明公交网络中的票价检查:综述
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100101
Benedetto Barabino , Martina Carra , Graham Currie

In proof-of-payment transit systems worldwide, fare inspection is the most widely adopted strategy against fare evasion from transit authorities and public transport companies. Although these actors attempt to make the inspectors’ work as easy, effective, and equitable as possible, several issues need to be analysed according to a unifying approach, i.e., “How, where and when to inspect”, “Who and why evades the fare”, “How many and how to distribute inspectors” as well as improve the inspectors’ effectiveness. Since no study exists in the literature investigating all these issues together, this paper aims to fill this gap with a review of several key papers that covered the full spectrum of relevant literature which, whole or partially, focused on fare inspection. Results show fare inspection is a beneficial strategy against fare evasion, but there are still many challenges and research limits that should be overcome in the years ahead. A possible research agenda is provided. It calls for specific options (i.e., data collection and fare evasion risk in hotspot definition, digital support and bottom-up approaches, size of inspection staff and scheduling of inspectors under realistic conditions and follower responses, effectiveness of actions focused on the visibility of fare inspection, managing interactions between fare inspectors and passengers) and integrated approaches (i.e., linking the planning, organisation, and activities of fare inspection with who and why evade). Nevertheless, even if this review may not be conclusive, these results support a unifying literature development on fare inspection.

在世界各地的付费证明公交系统中,票价检查是公交当局和公共交通公司最广泛采用的打击逃票策略。尽管这些行为者试图让检查员的工作尽可能轻松、有效和公平,但仍有几个问题需要根据统一的方法进行分析,即""、""、""以及改进""。 由于文献中没有将所有这些问题放在一起进行调查的研究,本文旨在通过对几篇主要论文的综述来填补这一空白,这些论文涵盖了全部或部分关注票价检查的相关文献。研究结果表明,票价检查是打击逃票的有效策略,但仍存在许多挑战和研究局限,需要在未来几年内加以克服。本文提供了一个可能的研究议程。它需要具体的选择方案(即,热点定义中的数据收集和逃票风险、数字支持和自下而上的方法、现实条件下检查人员的规模和检查时间安排以及追随者的反应、注重票价检查可见度的行动的有效性、管理票价检查员和乘客之间的互动)和综合方法(即,将票价检查的规划、组织和活动与逃票者和逃票原因联系起来)。尽管如此,即使本次审查可能并不具有结论性,但这些结果支持了关于票价检查的统一文献发展。
{"title":"Fare inspection in proof-of-payment transit networks: A review","authors":"Benedetto Barabino ,&nbsp;Martina Carra ,&nbsp;Graham Currie","doi":"10.1016/j.jpubtr.2024.100101","DOIUrl":"10.1016/j.jpubtr.2024.100101","url":null,"abstract":"<div><p>In proof-of-payment transit systems worldwide, fare inspection is the most widely adopted strategy against fare evasion from transit authorities and public transport companies. Although these actors attempt to make the inspectors’ work as easy, effective, and equitable as possible, several issues need to be analysed according to a unifying approach, i.e., “<em>How, where and when to inspect</em>”, “<em>Who and why evades the fare</em>”, “<em>How many and how to distribute inspectors</em>” as well as improve the <em>inspectors’ effectiveness</em>. Since no study exists in the literature investigating all these issues together, this paper aims to fill this gap with a review of several key papers that covered the full spectrum of relevant literature which, whole or partially, focused on fare inspection. Results show fare inspection is a beneficial strategy against fare evasion, but there are still many challenges and research limits that should be overcome in the years ahead. A possible research agenda is provided. It calls for specific options (i.e., data collection and fare evasion risk in hotspot definition, digital support and bottom-up approaches, size of inspection staff and scheduling of inspectors under realistic conditions and follower responses, effectiveness of actions focused on the visibility of fare inspection, managing interactions between fare inspectors and passengers) and integrated approaches (i.e., linking the planning, organisation, and activities of fare inspection with who and why evade). Nevertheless, even if this review may not be conclusive, these results support a unifying literature development on fare inspection.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":null,"pages":null},"PeriodicalIF":2.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000213/pdfft?md5=9ac4b8c78068bdfe3744482c68d4aa66&pid=1-s2.0-S1077291X24000213-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141883745","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A microscopic public transportation simulation framework based on machine learning 基于机器学习的微观公共交通模拟框架
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100103
Younes Delhoum, Olivier Cardin, Maroua Nouiri, Mounira Harzallah

The evaluation of performance of public transportation, such as bus lines for example, is a major issue for operators. To be able to integrate specific and local behaviors, microscopic simulations of the lines, modelling each buses on a daily basis, brings an actual added value in terms of precision and quality. A scientific deadlock then appears regarding the parameterization of the simulation model. In order to be able to gather relevant performance indicators on a potential evolution of the configuration of the line, validated and modifiable simulation models need to be developed. This study aims at proposing a model development methodology based on a multi-agent simulation framework and data inputs extracted by a hybrid approach combining machine learning (ML) trained on actual bus data to predict travel times and probabilistic distributions to accurately estimate travel time variability. It also aims to propose a two-step validation framework that exhibits the performance of the obtained model on a case study based on actual data. The results of the proposed approach are validated by a real case study of three bus lines, including a number of simulation scenarios, to study the impacts of bus recovery time and bus control strategies on bus punctuality. The results obtained show that proposed hybrid approach combining ML with probabilistic distributions outperforms probabilistic distributions on average. Overall, the results show a good fit with the actual Key Performance Indicator (KPI) used by bus operators.

公共交通(例如公交线路)的性能评估是运营商面临的一个重要问题。为了能够整合特定的本地行为,对线路进行微观模拟,每天对每辆公交车进行建模,可以在精度和质量方面带来实际的附加值。因此,在仿真模型的参数化方面出现了科学上的僵局。为了能够收集线路配置潜在演变的相关性能指标,需要开发经过验证且可修改的仿真模型。本研究旨在提出一种基于多代理仿真框架的模型开发方法,以及通过混合方法提取的数据输入,该方法结合了在实际公交数据上训练的机器学习(ML)来预测旅行时间,并结合概率分布来准确估计旅行时间的变化。它还旨在提出一个两步验证框架,在基于实际数据的案例研究中展示所获模型的性能。通过对三条公交线路的实际案例研究验证了所提方法的结果,包括一些模拟场景,以研究公交恢复时间和公交控制策略对公交准点率的影响。研究结果表明,结合了 ML 和概率分布的混合方法平均优于概率分布。总体而言,结果显示与公交运营商实际使用的关键绩效指标(KPI)非常吻合。
{"title":"A microscopic public transportation simulation framework based on machine learning","authors":"Younes Delhoum,&nbsp;Olivier Cardin,&nbsp;Maroua Nouiri,&nbsp;Mounira Harzallah","doi":"10.1016/j.jpubtr.2024.100103","DOIUrl":"10.1016/j.jpubtr.2024.100103","url":null,"abstract":"<div><p>The evaluation of performance of public transportation, such as bus lines for example, is a major issue for operators. To be able to integrate specific and local behaviors, microscopic simulations of the lines, modelling each buses on a daily basis, brings an actual added value in terms of precision and quality. A scientific deadlock then appears regarding the parameterization of the simulation model. In order to be able to gather relevant performance indicators on a potential evolution of the configuration of the line, validated and modifiable simulation models need to be developed. This study aims at proposing a model development methodology based on a multi-agent simulation framework and data inputs extracted by a hybrid approach combining machine learning (ML) trained on actual bus data to predict travel times and probabilistic distributions to accurately estimate travel time variability. It also aims to propose a two-step validation framework that exhibits the performance of the obtained model on a case study based on actual data. The results of the proposed approach are validated by a real case study of three bus lines, including a number of simulation scenarios, to study the impacts of bus recovery time and bus control strategies on bus punctuality. The results obtained show that proposed hybrid approach combining ML with probabilistic distributions outperforms probabilistic distributions on average. Overall, the results show a good fit with the actual Key Performance Indicator (KPI) used by bus operators.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":null,"pages":null},"PeriodicalIF":2.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000237/pdfft?md5=630ba878b71d2d596c5526c9f9dbbf8e&pid=1-s2.0-S1077291X24000237-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142168925","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
University students’ adoption of mobility as a service with respect to user preferences and group differences 从用户偏好和群体差异看大学生将移动作为一种服务的采用情况
IF 12.2 4区 工程技术 Q1 Social Sciences Pub Date : 2023-12-19 DOI: 10.1016/j.jpubtr.2023.100079
Willy Kriswardhana , Domokos Esztergár-Kiss

Mobility as a Service (MaaS) integrates various transport modes into a single comprehensive service; thus, decrease in the inconvenience of using multiple mobility services is expected. This research focuses on the students of Budapest University of Technology and Economics (BME) and aims to complete a background study on MaaS, which offers a vision of how future MaaS studies could be designed and conducted. The research work investigates the influencing factors in BME students’ acceptance of MaaS. The preferences are categorized into two groups based on the travel captivity and the usage of shared mobility services. An online survey was conducted where a total of ca. 700 valid responses were collected. Structural equation modeling (SEM) was performed to examine the causal relationship between the variables. This study identifies effort expectancy as the most influential factor that affects BME students’ behavioral intention to adopt MaaS. On the other hand, there is no significant effect of group differences on the students’ MaaS acceptance, except for individual innovation for travel captivity and tech-savviness regarding the usage of shared mobility. Conducting MaaS studies with samples obtained from the general population is advised thus resolving the generalizability issue of current research.

移动即服务(MaaS)将各种交通方式整合为单一的综合服务,从而减少了使用多种移动服务带来的不便。本研究以布达佩斯技术经济大学(BME)的学生为研究对象,旨在完成一项关于 MaaS 的背景研究,为未来如何设计和开展 MaaS 研究提供一个愿景。研究工作调查了布达佩斯科技经济大学学生接受 MaaS 的影响因素。根据出行方式和共享移动服务的使用情况,将学生的偏好分为两类。研究进行了在线调查,共收集到约 700 份有效回复。研究采用结构方程模型(SEM)来检验变量之间的因果关系。本研究发现,努力期望是影响商学院学生采用 MaaS 的行为意向的最大影响因素。另一方面,群体差异对学生接受 MaaS 没有显著影响,除了个人创新对旅行囚禁的影响,以及对使用共享移动设备的技术热衷程度。建议从普通人群中抽取样本进行 MaaS 研究,从而解决当前研究的普遍性问题。
{"title":"University students’ adoption of mobility as a service with respect to user preferences and group differences","authors":"Willy Kriswardhana ,&nbsp;Domokos Esztergár-Kiss","doi":"10.1016/j.jpubtr.2023.100079","DOIUrl":"https://doi.org/10.1016/j.jpubtr.2023.100079","url":null,"abstract":"<div><p>Mobility as a Service (MaaS) integrates various transport modes into a single comprehensive service; thus, decrease in the inconvenience of using multiple mobility services is expected. This research focuses on the students of Budapest University of Technology and Economics (BME) and aims to complete a background study on MaaS, which offers a vision of how future MaaS studies could be designed and conducted. The research work investigates the influencing factors in BME students’ acceptance of MaaS. The preferences are categorized into two groups based on the travel captivity and the usage of shared mobility services. An online survey was conducted where a total of ca. 700 valid responses were collected. Structural equation modeling (SEM) was performed to examine the causal relationship between the variables. This study identifies effort expectancy as the most influential factor that affects BME students’ behavioral intention to adopt MaaS. On the other hand, there is no significant effect of group differences on the students’ MaaS acceptance, except for individual innovation for travel captivity and tech-savviness regarding the usage of shared mobility. Conducting MaaS studies with samples obtained from the general population is advised thus resolving the generalizability issue of current research.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":null,"pages":null},"PeriodicalIF":12.2,"publicationDate":"2023-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X23000401/pdfft?md5=64615c22fb66888f1e16617618241968&pid=1-s2.0-S1077291X23000401-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138769581","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of Public Transportation
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1