首页 > 最新文献

Journal of Public Transportation最新文献

英文 中文
Bus stop spacing statistics: Theory and evidence 巴士站间距统计:理论与证据
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100083
Saipraneeth Devunuri , Lewis J. Lehe , Shirin Qiam , Ayush Pandey , Dana Monzer

Discussions of bus stop consolidation sometimes refer to average stop spacings, but there are no reliable statistics about spacings, nor methodologies for calculating them. This paper aims to clarify discussions of bus stop spacings by introducing clear definitions, a methodology for creating statistics from General Transit Feed Specification (GTFS) files, and a python package, gtfs-segments, which splits bus networks into isolated ‘segments.’ With the package, we calculate national-level statistics from 539 US transit providers and 83 Canadian providers, as well as agency-level statistics for 30 providers in the US, 10 in Canada, and a sample of 38 providers from other countries. Our estimates of US and Canadian mean spacings are both around 350 m (slightly wider than five stops per mile). US spacings are wider than sometimes claimed but narrower than those in other countries. Finally, the paper gives examples of metrics created by combining GTFS with data from other sources and proposes research ideas and applications to transit planning involving fine-grained stop spacing data.

关于公交站点合并的讨论有时会提到平均站间距,但目前还没有关于站间距的可靠统计数据,也没有计算方法。本文旨在通过介绍清晰的定义、从通用公交线路规范(GTFS)文件中创建统计数据的方法,以及将公交网络分割成独立 "区段 "的 python 软件包 gtfs-segments,来澄清关于公交站间距的讨论。利用该软件包,我们计算了 539 家美国公交公司和 83 家加拿大公交公司的国家级统计数据,以及 30 家美国公交公司、10 家加拿大公交公司和 38 家其他国家公交公司的机构级统计数据。我们估计美国和加拿大的平均间隔都在 350 米左右(略宽于每英里 5 站)。美国的间隔比有时声称的要宽,但比其他国家的要窄。最后,本文举例说明了通过将 GTFS 与其他来源的数据相结合而创建的指标,并提出了涉及细粒度站间距数据的公交规划研究思路和应用。
{"title":"Bus stop spacing statistics: Theory and evidence","authors":"Saipraneeth Devunuri ,&nbsp;Lewis J. Lehe ,&nbsp;Shirin Qiam ,&nbsp;Ayush Pandey ,&nbsp;Dana Monzer","doi":"10.1016/j.jpubtr.2024.100083","DOIUrl":"https://doi.org/10.1016/j.jpubtr.2024.100083","url":null,"abstract":"<div><p>Discussions of bus stop consolidation sometimes refer to average stop spacings, but there are no reliable statistics about spacings, nor methodologies for calculating them. This paper aims to clarify discussions of bus stop spacings by introducing clear definitions, a methodology for creating statistics from General Transit Feed Specification (GTFS) files, and a python package, gtfs-segments, which splits bus networks into isolated ‘segments.’ With the package, we calculate national-level statistics from 539 US transit providers and 83 Canadian providers, as well as agency-level statistics for 30 providers in the US, 10 in Canada, and a sample of 38 providers from other countries. Our estimates of US and Canadian mean spacings are both around 350 m (slightly wider than five stops per mile). US spacings are wider than sometimes claimed but narrower than those in other countries. Finally, the paper gives examples of metrics created by combining GTFS with data from other sources and proposes research ideas and applications to transit planning involving fine-grained stop spacing data.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":"26 ","pages":"Article 100083"},"PeriodicalIF":12.2,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000031/pdfft?md5=ee2ee2ba27bcfce78d2065156e18a85b&pid=1-s2.0-S1077291X24000031-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140052170","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
Does fare-free transit increase labor-force participation and reduce income inequality? 免票公交是否会提高劳动力参与率并减少收入不平等?
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100095
Kenneth Ofosu-Kwabe , Siew Hoon Lim , Narendra Malalgoda

Fare-free transit policy is not new to several public transit systems and communities in the U.S., as some local transit agencies have begun implementing fare-free transit policies or variations of them since the 1960s. Over time, the discussion regarding fare-free transit has been reignited by decreasing ridership trends in recent years and other thematic inquiries surrounding access, mobility and equity, operational efficiency, agency financial health, and community impacts. This research empirically investigates the effects of fare-free policy on transit ridership, labor force participation and income inequality. Using panel data regression models, we draw several conclusions: 1) Fare-free transit significantly increases ridership. 2) Fare-free transit neither significantly increases labor force participation rate nor reduces income inequality in small and medium-sized urbans. 3) Fare policy aside, external factors such as increased household income and work-from-home significantly reduce the demand for transit in small-urbanized areas.

对美国的一些公共交通系统和社区而言,公交免票政策并不陌生,因为自 20 世纪 60 年代起,一些地方公交机构就开始实施公交免票政策或其变种。随着时间的推移,有关免票公交的讨论因近年来乘客数量下降的趋势以及围绕交通便利性、流动性和公平性、运营效率、机构财务状况和社区影响的其他专题调查而再次兴起。本研究以经验为基础,调查了免票政策对公交乘客量、劳动力参与率和收入不平等的影响。利用面板数据回归模型,我们得出了以下几个结论:1) 公交免票大大增加了乘客数量。2)在中小城市,公交免票既没有明显提高劳动力参与率,也没有减少收入不平等。3)除票价政策外,家庭收入增加和离家工作等外部因素大大减少了小城市化地区对公交的需求。
{"title":"Does fare-free transit increase labor-force participation and reduce income inequality?","authors":"Kenneth Ofosu-Kwabe ,&nbsp;Siew Hoon Lim ,&nbsp;Narendra Malalgoda","doi":"10.1016/j.jpubtr.2024.100095","DOIUrl":"https://doi.org/10.1016/j.jpubtr.2024.100095","url":null,"abstract":"<div><p>Fare-free transit policy is not new to several public transit systems and communities in the U.S., as some local transit agencies have begun implementing fare-free transit policies or variations of them since the 1960s. Over time, the discussion regarding fare-free transit has been reignited by decreasing ridership trends in recent years and other thematic inquiries surrounding access, mobility and equity, operational efficiency, agency financial health, and community impacts. This research empirically investigates the effects of fare-free policy on transit ridership, labor force participation and income inequality. Using panel data regression models, we draw several conclusions: 1) Fare-free transit significantly increases ridership. 2) Fare-free transit neither significantly increases labor force participation rate nor reduces income inequality in small and medium-sized urbans. 3) Fare policy aside, external factors such as increased household income and work-from-home significantly reduce the demand for transit in small-urbanized areas.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":"26 ","pages":"Article 100095"},"PeriodicalIF":12.2,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000158/pdfft?md5=b6d101a0cefba2158003faed3140e6eb&pid=1-s2.0-S1077291X24000158-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141424449","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
Evaluating public a priori acceptance of autonomous modular transit using an extended unified theory of acceptance and use of technology model 利用扩展的技术接受和使用统一理论模型,评估公众对自主模块化公交系统的先验接受度
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100081
Sina Rejali , Kayvan Aghabayk , Amin Mohammadi , Nirajan Shiwakoti

This study aims to assess the public acceptance of Autonomous Modular Transit (AMT) and identify key factors influencing people’s intentions regarding the future use of AMT. While the integration of autonomy and modularity in transport systems has gained attention in recent years among researchers, the study of AMT acceptance is non-existent in the literature. To address this research gap, the study proposes an extended Unified Theory of Acceptance and Use of Technology (UTAUT2) model to explore public acceptance of AMT. It integrates the original model’s constructs with two additional factors: trust and perceived green usefulness, while also investigating the role of public transport usage behavior in intention. Data were collected through an online survey involving 1662 participants from different cities in Iran. Structural equation modelling was used to evaluate the conceptual model. Multiple t-tests and ANOVA tests were conducted to evaluate the effects of public transport usage behavior and demographics on the model’s constructs. The results showed that the majority of respondents showed their acceptance toward using AMT when available despite their limited prior knowledge about the system. Perceived usefulness was the strongest predictor of intention, followed by social influence and hedonic motivations. Although the COVID-19 pandemic significantly reduced the number of public transport (PT) regular users, this group showed a higher intention to use AMT compared to PT non-regular users. Furthermore, respondents aged over 60 years stated a lower intention to use AMT than their younger counterparts. Given that the mass adoption of AMT depends on public acceptance, this study is expected to serve as a benchmark for comparing countries with similar cultural contexts.

本研究旨在评估公众对自主模块化公交系统(AMT)的接受程度,并找出影响人们未来使用 AMT 意愿的关键因素。近年来,自主性与模块化在交通系统中的融合越来越受到研究人员的关注,但有关 AMT 接受度的研究在文献中并不存在。针对这一研究空白,本研究提出了一个扩展的技术接受和使用统一理论(UTAUT2)模型,以探讨公众对 AMT 的接受程度。该模型在原有模型的基础上增加了两个因素:信任和感知绿色有用性,同时还研究了公共交通使用行为在意向中的作用。数据是通过在线调查收集的,涉及来自伊朗不同城市的 1662 名参与者。采用结构方程模型对概念模型进行评估。采用多重 t 检验和方差分析检验来评估公共交通使用行为和人口统计学因素对模型构建的影响。结果显示,尽管受访者之前对 AMT 系统的了解有限,但大多数受访者都表示接受使用该系统。感知有用性是预测意向的最强因素,其次是社会影响和享乐动机。虽然 COVID-19 大流行大大减少了公共交通(PT)常客的数量,但与公共交通非常客相比,这一群体显示出更高的使用 AMT 的意愿。此外,60 岁以上的受访者使用 AMT 的意愿低于年轻受访者。鉴于 AMT 的大规模应用取决于公众的接受程度,这项研究有望成为比较文化背景相似的国家的基准。
{"title":"Evaluating public a priori acceptance of autonomous modular transit using an extended unified theory of acceptance and use of technology model","authors":"Sina Rejali ,&nbsp;Kayvan Aghabayk ,&nbsp;Amin Mohammadi ,&nbsp;Nirajan Shiwakoti","doi":"10.1016/j.jpubtr.2024.100081","DOIUrl":"https://doi.org/10.1016/j.jpubtr.2024.100081","url":null,"abstract":"<div><p>This study aims to assess the public acceptance of Autonomous Modular Transit (AMT) and identify key factors influencing people’s intentions regarding the future use of AMT. While the integration of autonomy and modularity in transport systems has gained attention in recent years among researchers, the study of AMT acceptance is non-existent in the literature. To address this research gap, the study proposes an extended Unified Theory of Acceptance and Use of Technology (UTAUT2) model to explore public acceptance of AMT. It integrates the original model’s constructs with two additional factors: trust and perceived green usefulness, while also investigating the role of public transport usage behavior in intention. Data were collected through an online survey involving 1662 participants from different cities in Iran. Structural equation modelling was used to evaluate the conceptual model. Multiple t-tests and ANOVA tests were conducted to evaluate the effects of public transport usage behavior and demographics on the model’s constructs. The results showed that the majority of respondents showed their acceptance toward using AMT when available despite their limited prior knowledge about the system. Perceived usefulness was the strongest predictor of intention, followed by social influence and hedonic motivations. Although the COVID-19 pandemic significantly reduced the number of public transport (PT) regular users, this group showed a higher intention to use AMT compared to PT non-regular users. Furthermore, respondents aged over 60 years stated a lower intention to use AMT than their younger counterparts. Given that the mass adoption of AMT depends on public acceptance, this study is expected to serve as a benchmark for comparing countries with similar cultural contexts.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":"26 ","pages":"Article 100081"},"PeriodicalIF":12.2,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000018/pdfft?md5=f75796587b91b9b0f5c5c2157dec538d&pid=1-s2.0-S1077291X24000018-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139907426","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
Analyzing the relationship between bus and ride-hailing use in a large emerging economy city: A bivariate ordered probit model application 分析一个大型新兴经济城市的公交车和打车软件使用率之间的关系:二元有序概率模型的应用
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100084
Marcelle Dorneles Ribeiro , Shanna Trichês Lucchesi , Ana Margarita Larranaga , Patricia Sauri Lavieri , Yu-Tong Cheng

This study analyzes the use of ride-hailing and bus services from a multi-modal user perspective by jointly modeling individuals’ monthly frequency of use of both bus and ride-hailing services. A bivariate ordered probit model is estimated to capture the influence of socio-demographic and attitudinal characteristics as well as unobserved factors that may simultaneously influence the travel frequency by both modes. We use data collected in a survey of travelers from Porto Alegre, Brazil. The results characterize the profile of local frequent ride-hailing users as young, medium-income, self-employed individuals with a propensity toward the use of technology and a low inclination for car ownership. Most importantly, we observe that after controlling for unobserved factors that simultaneously contribute to higher trip frequencies by both modes, frequent bus users demonstrate a lower propensity toward ride-hailing use.

本研究通过对个人每月使用公共汽车和打车服务的频率进行联合建模,从多模式用户的角度分析了打车服务和公共汽车服务的使用情况。研究采用二元有序概率模型进行估算,以捕捉社会人口学特征和态度特征的影响,以及可能同时影响两种出行方式使用频率的未观察到的因素。我们使用了巴西阿雷格里港旅行者调查收集的数据。调查结果显示,当地经常使用打车服务的用户特征为年轻、中等收入、自营职业者,他们倾向于使用技术,而不太愿意拥有汽车。最重要的是,我们观察到,在控制了同时导致两种交通方式出行频率较高的非观察因素后,经常乘坐公交车的人对打车服务的使用倾向较低。
{"title":"Analyzing the relationship between bus and ride-hailing use in a large emerging economy city: A bivariate ordered probit model application","authors":"Marcelle Dorneles Ribeiro ,&nbsp;Shanna Trichês Lucchesi ,&nbsp;Ana Margarita Larranaga ,&nbsp;Patricia Sauri Lavieri ,&nbsp;Yu-Tong Cheng","doi":"10.1016/j.jpubtr.2024.100084","DOIUrl":"https://doi.org/10.1016/j.jpubtr.2024.100084","url":null,"abstract":"<div><p>This study analyzes the use of ride-hailing and bus services from a multi-modal user perspective by jointly modeling individuals’ monthly frequency of use of both bus and ride-hailing services. A bivariate ordered probit model is estimated to capture the influence of socio-demographic and attitudinal characteristics as well as unobserved factors that may simultaneously influence the travel frequency by both modes. We use data collected in a survey of travelers from Porto Alegre, Brazil. The results characterize the profile of local frequent ride-hailing users as young, medium-income, self-employed individuals with a propensity toward the use of technology and a low inclination for car ownership. Most importantly, we observe that after controlling for unobserved factors that simultaneously contribute to higher trip frequencies by both modes, frequent bus users demonstrate a lower propensity toward ride-hailing use.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":"26 ","pages":"Article 100084"},"PeriodicalIF":12.2,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000043/pdfft?md5=90ab0d10d71c4bd30791da7a5efbe9ba&pid=1-s2.0-S1077291X24000043-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140096322","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
Integration of urban aerial cable cars into public transit: Operational capacity limits due to passenger queuing at stations 将城市架空索道纳入公共交通:车站乘客排队造成的运行能力限制
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100094
Morten Flesser , Amer Shalaby , Bernhard Friedrich

As the airspace is increasingly gaining importance as a new frontier to improve urban mobility, aerial cable cars are being discussed and already appropriately implemented worldwide to supplement conventional modes of transport in urban areas. Transit planners and designers should carefully consider the interoperability and integration of cable car services with conventional modes of transport. In particular, excessive delays and overcrowding conditions due to deficits in interoperability should be avoided. This challenge of interoperability arises as conventional modes of transport operate predominantly on a timetable, and most cable car technologies operate in such close headways that they can be considered as almost continuous conveyors. The advantage of having almost always a transport vessel of a cable car ready for boarding ceases when large volumes of passengers arrive in batches, for example from higher-capacity modes of transport or at large events, resulting in long queues. Traditional manuals do not yet reflect these aspects of interoperability adequately. Consequently, this work filled this research gap about the interoperability of cable cars related to handling high volumes of incoming passenger arrivals that transfer in larger batches from feeder modes and often result in queues at cable car stations. The following objectives were targeted: (1) determine passenger capacity limits of conventional modes of transport acting as feeders to cable cars and (2) specify space requirements to be provided due to the potential queues that arise. To answer these, methods of Queuing Theory were used and results were placed in Levels of Services of traditional manuals. Key performance indicators included queue length, waiting time, and corresponding queue space. The results revealed that cable cars can be a useful complement to public transit but are of limited feasibility due to cumulative queues at arrival rates with larger crowds. High-capacity feeder modes (e.g., commuter rails) are limited to 20-minute headways depending on cable car technologies. Further, queuing areas of up to 1000 square meters (around 10,800 ft2) should be considered. Several operational limitations are presented as guidance for practitioners and policymakers.

随着空域作为改善城市交通的新领域的重要性日益增加,世界各地都在讨论并已适当实施架空索道,以补充城市地区的传统交通方式。交通规划者和设计者应仔细考虑缆车服务与传统交通方式的互用性和整合性。尤其应避免因互操作性不足而造成的过度延误和拥挤状况。由于传统交通工具主要按时间表运行,而大多数缆车技术的运行间隔非常近,几乎可以被视为连续的传送带,因此出现了互操作性方面的挑战。当大量乘客分批抵达时,例如从运量较大的交通工具或大型活动中抵达,缆车运输船几乎总是可以随时上客的优势就不复存在,从而导致乘客排起长队。传统手册尚未充分反映互操作性的这些方面。因此,这项工作填补了有关缆车互操作性的研究空白,以处理从支线交通工具大批量转乘而来的乘客,这些乘客通常会在缆车站排起长队。我们的目标如下:(1) 确定作为缆车支线的常规交通工具的乘客容量限制;(2) 明确因可能出现的排队现象而需要提供的空间要求。为了回答这些问题,采用了排队理论的方法,并将结果纳入传统手册的服务等级中。主要性能指标包括队列长度、等待时间和相应的队列空间。研究结果表明,缆车可以作为公共交通的有益补充,但由于到达率和人流量较大时的累积排队,其可行性有限。根据缆车技术的不同,大运量接驳模式(如通勤轨道)的间隔时间仅限于 20 分钟。此外,还应考虑最大 1000 平方米(约 10800 平方英尺)的排队区域。本报告提出了若干运行限制,为从业人员和政策制定者提供指导。
{"title":"Integration of urban aerial cable cars into public transit: Operational capacity limits due to passenger queuing at stations","authors":"Morten Flesser ,&nbsp;Amer Shalaby ,&nbsp;Bernhard Friedrich","doi":"10.1016/j.jpubtr.2024.100094","DOIUrl":"https://doi.org/10.1016/j.jpubtr.2024.100094","url":null,"abstract":"<div><p>As the airspace is increasingly gaining importance as a new frontier to improve urban mobility, aerial cable cars are being discussed and already appropriately implemented worldwide to supplement conventional modes of transport in urban areas. Transit planners and designers should carefully consider the interoperability and integration of cable car services with conventional modes of transport. In particular, excessive delays and overcrowding conditions due to deficits in interoperability should be avoided. This challenge of interoperability arises as conventional modes of transport operate predominantly on a timetable, and most cable car technologies operate in such close headways that they can be considered as almost continuous conveyors. The advantage of having almost always a transport vessel of a cable car ready for boarding ceases when large volumes of passengers arrive in batches, for example from higher-capacity modes of transport or at large events, resulting in long queues. Traditional manuals do not yet reflect these aspects of interoperability adequately. Consequently, this work filled this research gap about the interoperability of cable cars related to handling high volumes of incoming passenger arrivals that transfer in larger batches from feeder modes and often result in queues at cable car stations. The following objectives were targeted: (1) determine passenger capacity limits of conventional modes of transport acting as feeders to cable cars and (2) specify space requirements to be provided due to the potential queues that arise. To answer these, methods of Queuing Theory were used and results were placed in Levels of Services of traditional manuals. Key performance indicators included queue length, waiting time, and corresponding queue space. The results revealed that cable cars can be a useful complement to public transit but are of limited feasibility due to cumulative queues at arrival rates with larger crowds. High-capacity feeder modes (e.g., commuter rails) are limited to 20-minute headways depending on cable car technologies. Further, queuing areas of up to 1000 square meters (around 10,800 ft<sup>2</sup>) should be considered. Several operational limitations are presented as guidance for practitioners and policymakers.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":"26 ","pages":"Article 100094"},"PeriodicalIF":2.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000146/pdfft?md5=44b12b7fb79a96f1a3caf781185f16bc&pid=1-s2.0-S1077291X24000146-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141543831","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 comparison of time series methods for post-COVID transit ridership forecasting 比较用于后 COVID 公交乘客预测的时间序列方法
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100097
Ashley Hightower , Abubakr Ziedan , Jing Guo , Xiaojuan Zhu , Candace Brakewood

Transit agencies conduct system-level ridership forecasting for planning, budgeting, and other administrative purposes. However, the COVID-19 pandemic introduced substantial changes in transit ridership levels and seasonal patterns, which has impacted the performance of ridership forecasting. Although time series methods are commonly used for forecasting transportation demand, they have received limited use in practice for public transit ridership forecasting. This study compares the performance of seven time series forecasting methods for predicting system-wide, monthly transit ridership for heavy rail agencies in the continental United States. The forecasting methods are: ETS, ARIMA, STL with ETS, STL with ARIMA, TBATS, a neural network, and a hybrid model. Ridership was forecasted for pre- and post-COVID periods (pre- and post- March 2020), as well as for the full series (January 2002 to December 2023). The MAPE and MASE were used to compare forecast performance. Using the pre-COVID period, 43% of the models produced a MAPE below 5% and 82% produced a MAPE below 10%. Using the full-series and post-COVID periods, only about 10% of the models produced a MAPE below 5% and half produced a MAPE below 10%. The classical and hybrid methods outperformed the other models using the full series period, and the TBATS, neural network, and hybrid methods outperformed the other methods using the post-COVID period. The findings suggest that even a few years into the post-COVID era, patterns that were typical of heavy rail ridership before the pandemic have not returned at most agencies in the United States, posing challenges to forecasting post-COVID ridership.

公交公司为规划、预算和其他行政目的进行系统级乘客量预测。然而,COVID-19 大流行病给公交乘客数量和季节性模式带来了巨大变化,影响了乘客数量预测的效果。虽然时间序列方法常用于交通需求预测,但在公共交通乘客量预测中的实际应用却很有限。本研究比较了七种时间序列预测方法的性能,以预测美国大陆重型铁路机构的全系统每月公交乘客人数。这些预测方法是ETS、ARIMA、STL with ETS、STL with ARIMA、TBATS、神经网络和混合模型。预测了 COVID 之前和之后(2020 年 3 月之前和之后)以及整个序列(2002 年 1 月至 2023 年 12 月)的乘客量。使用 MAPE 和 MASE 比较预测性能。使用前 COVID 期间,43% 的模型的 MAPE 值低于 5%,82% 的模型的 MAPE 值低于 10%。使用全序列和后 COVID 期间,只有约 10%的模型的 MAPE 低于 5%,一半的模型的 MAPE 低于 10%。使用全序列期间,经典方法和混合方法的表现优于其他模型;使用后 COVID 期间,TBATS、神经网络和混合方法的表现优于其他方法。研究结果表明,即使在后 COVID 时代已经过去了几年,美国大多数机构仍未恢复大流行前重型轨道交通乘客的典型模式,这给后 COVID 时代的乘客预测带来了挑战。
{"title":"A comparison of time series methods for post-COVID transit ridership forecasting","authors":"Ashley Hightower ,&nbsp;Abubakr Ziedan ,&nbsp;Jing Guo ,&nbsp;Xiaojuan Zhu ,&nbsp;Candace Brakewood","doi":"10.1016/j.jpubtr.2024.100097","DOIUrl":"https://doi.org/10.1016/j.jpubtr.2024.100097","url":null,"abstract":"<div><p>Transit agencies conduct system-level ridership forecasting for planning, budgeting, and other administrative purposes. However, the COVID-19 pandemic introduced substantial changes in transit ridership levels and seasonal patterns, which has impacted the performance of ridership forecasting. Although time series methods are commonly used for forecasting transportation demand, they have received limited use in practice for public transit ridership forecasting. This study compares the performance of seven time series forecasting methods for predicting system-wide, monthly transit ridership for heavy rail agencies in the continental United States. The forecasting methods are: ETS, ARIMA, STL with ETS, STL with ARIMA, TBATS, a neural network, and a hybrid model. Ridership was forecasted for pre- and post-COVID periods (pre- and post- March 2020), as well as for the full series (January 2002 to December 2023). The MAPE and MASE were used to compare forecast performance. Using the pre-COVID period, 43% of the models produced a MAPE below 5% and 82% produced a MAPE below 10%. Using the full-series and post-COVID periods, only about 10% of the models produced a MAPE below 5% and half produced a MAPE below 10%. The classical and hybrid methods outperformed the other models using the full series period, and the TBATS, neural network, and hybrid methods outperformed the other methods using the post-COVID period. The findings suggest that even a few years into the post-COVID era, patterns that were typical of heavy rail ridership before the pandemic have not returned at most agencies in the United States, posing challenges to forecasting post-COVID ridership.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":"26 ","pages":"Article 100097"},"PeriodicalIF":12.2,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000171/pdfft?md5=f1f8f9c88913c7fd129396e93af95027&pid=1-s2.0-S1077291X24000171-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141424448","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":"26 ","pages":"Article 100098"},"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
Radical timetable innovations in long-distance railway passenger transport: How might these affect railway passenger demand? 长途铁路客运中激进的时刻表创新:这些创新会如何影响铁路客运需求?
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100090
Fabian Stoll, Nils Nießen, Bastian Kogel

The positive impact of coordinated timetable innovations throughout national railway networks has been shown exemplarily in the 1970 s and 80 s, when so-called integrated periodic timetables (IPT) were installed in the Netherlands and in Switzerland and then gradually improved. After large-scale changes of the former train offer, rail passenger demand increased significantly. A similar timetable innovation was recently decided for the German railway network. However, the project’s impact on overall demand is uncertain. To approach this question, an elasticity-based forecast of long-distance passenger demand is proposed and adopted to a modelized railway network section that has changed to an IPT. Massive travel time reductions turned out as the most important factor for demand growth followed by demand effects due to the increase of train frequency and changes of a modelized ticket price system. Additional factors influencing nationwide rail passenger demand are conceivable but difficult to generalize.

20 世纪 70 年代和 80 年代,荷兰和瑞士安装了所谓的综合定期时刻表(IPT),并逐步加以改进。在对以前的列车服务进行大规模改革后,铁路客运需求显著增加。最近,德国铁路网也决定进行类似的时刻表创新。然而,该项目对总体需求的影响尚不确定。为了解决这个问题,我们提出了一种基于弹性的长途客运需求预测方法,并将其应用于已改为 IPT 的模型化铁路网路段。大量旅行时间的减少被认为是需求增长的最重要因素,其次是列车班次的增加和模型化票价系统的变化对需求的影响。影响全国铁路客运需求的其他因素是可以想象的,但很难一概而论。
{"title":"Radical timetable innovations in long-distance railway passenger transport: How might these affect railway passenger demand?","authors":"Fabian Stoll,&nbsp;Nils Nießen,&nbsp;Bastian Kogel","doi":"10.1016/j.jpubtr.2024.100090","DOIUrl":"https://doi.org/10.1016/j.jpubtr.2024.100090","url":null,"abstract":"<div><p>The positive impact of coordinated timetable innovations throughout national railway networks has been shown exemplarily in the 1970 s and 80 s, when so-called integrated periodic timetables (IPT) were installed in the Netherlands and in Switzerland and then gradually improved. After large-scale changes of the former train offer, rail passenger demand increased significantly. A similar timetable innovation was recently decided for the German railway network. However, the project’s impact on overall demand is uncertain. To approach this question, an elasticity-based forecast of long-distance passenger demand is proposed and adopted to a modelized railway network section that has changed to an IPT. Massive travel time reductions turned out as the most important factor for demand growth followed by demand effects due to the increase of train frequency and changes of a modelized ticket price system. Additional factors influencing nationwide rail passenger demand are conceivable but difficult to generalize.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":"26 ","pages":"Article 100090"},"PeriodicalIF":12.2,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000109/pdfft?md5=ce12269b59a09450386da59013a7fe8a&pid=1-s2.0-S1077291X24000109-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140815240","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
Improving ridership by predicting train occupancy levels 通过预测列车占用率提高乘客数量
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 DOI: 10.1016/j.jpubtr.2024.100092
Muhammad Awais Shafique

With the frequent global breakouts of infectious diseases such as Covid-19 and the likes, passengers feel unsafe traveling in crowded trains. The reluctance to share public transport with others due to the risk of disease transmission may lower the ridership as well as decrease the comfort level of passengers. Providing them with future crowdedness levels may allow them to plan accordingly, hence regaining the lost confidence and improving their patronage. This study explores the less frequently investigated relationship among occupancy levels at a particular station over several train runs, to predict the future occupancy level with a delay of one run (day). Tackling the issue as a classification problem rather than a regression problem, train occupancy data, station data, and weather data are merged to develop the final dataset. Training data is stepwise increased from 1 month to 3 months. Similarly, 1–5 days of known occupancy levels are added to each data instance. Among the three classifiers used, XGBoost provides the best results. Some practical challenges to occupancy level prediction are also discussed at the end.

随着全球范围内诸如 Covid-19 等传染病的频繁爆发,乘客在拥挤的火车上会感到不安全。由于疾病传播的风险,乘客不愿意与他人共乘公共交通工具,这可能会降低乘客数量和舒适度。向乘客提供未来的拥挤程度,可以让他们做出相应的计划,从而重拾失去的信心,提高乘客量。本研究探讨了较少被研究的特定车站在几次列车运行中的乘座率之间的关系,以预测延迟一次运行(一天)后的未来乘座率。为了将这一问题作为一个分类问题而非回归问题来处理,我们将列车上座率数据、车站数据和天气数据进行了合并,以建立最终的数据集。训练数据从 1 个月逐步增加到 3 个月。同样,在每个数据实例中添加 1-5 天的已知占用率水平。在使用的三种分类器中,XGBoost 的效果最好。最后还讨论了占用率预测面临的一些实际挑战。
{"title":"Improving ridership by predicting train occupancy levels","authors":"Muhammad Awais Shafique","doi":"10.1016/j.jpubtr.2024.100092","DOIUrl":"https://doi.org/10.1016/j.jpubtr.2024.100092","url":null,"abstract":"<div><p>With the frequent global breakouts of infectious diseases such as Covid-19 and the likes, passengers feel unsafe traveling in crowded trains. The reluctance to share public transport with others due to the risk of disease transmission may lower the ridership as well as decrease the comfort level of passengers. Providing them with future crowdedness levels may allow them to plan accordingly, hence regaining the lost confidence and improving their patronage. This study explores the less frequently investigated relationship among occupancy levels at a particular station over several train runs, to predict the future occupancy level with a delay of one run (day). Tackling the issue as a classification problem rather than a regression problem, train occupancy data, station data, and weather data are merged to develop the final dataset. Training data is stepwise increased from 1 month to 3 months. Similarly, 1–5 days of known occupancy levels are added to each data instance. Among the three classifiers used, XGBoost provides the best results. Some practical challenges to occupancy level prediction are also discussed at the end.</p></div>","PeriodicalId":47173,"journal":{"name":"Journal of Public Transportation","volume":"26 ","pages":"Article 100092"},"PeriodicalIF":12.2,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1077291X24000122/pdfft?md5=09a84209d146e1f92290710bd880a7ca&pid=1-s2.0-S1077291X24000122-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141241277","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":"26 ","pages":"Article 100106"},"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
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