首页 > 最新文献

Journal of Transport and Land Use最新文献

英文 中文
Exploring factors affecting route choice of cyclists: A novel varying-contiguity spatially lagged exogenous modeling approach 探索影响骑车人路线选择的因素:一种新颖的连续性变化空间滞后外因建模方法
IF 1.6 4区 工程技术 Q4 TRANSPORTATION Pub Date : 2024-07-12 DOI: 10.5198/jtlu.2024.2452
Nick Van Nijen, M. B. Ulak, Sander Veenstra, K. Geurs
Cycling is one of the main transport modes and cycling infrastructure is strongly embedded in transport infrastructure in the Netherlands. Nonetheless, the bicycle network still undergoes frequent improvements and expansions. One of the critical elements in deciding on improvements and expansions is to understand the route choice of cyclists, which helps identify bottlenecks in bicycle flows and substantiate the need for new bicycle infrastructure. Yet, the factors affecting the route choice of cyclists are still not fully understood. To address this, we develop a varying-contiguity spatially lagged exogenous (VCSLX) model and analyze the probability of a cyclist choosing a certain segment based not only on the characteristics of that segment but also considering the characteristics of its neighbors along a route. Characteristics that are included in this study are the presence of bicycle infrastructure, traffic control installations and artificial lighting, as well as pavement type, bicycle and motorized-vehicle volumes and different land-use zones. The model involves the analysis of the observed routes extracted from cycling trajectories from Fietstelweek data, as well as corresponding hypothetical shortest path routes identified from the origin-destinations of the observed trips and the cycling network. The results of the study can help to understand the factors convincing cyclists to deviate from the shortest possible routes. The study contributes to the current literature by focusing on the underexplored aspect of spatial dependencies between route segments in the route choice of cyclists.
自行车是主要的交通方式之一,自行车基础设施已深深融入荷兰的交通基础设施中。然而,自行车网络仍在不断改进和扩建。决定改进和扩建的关键因素之一是了解骑车人的路线选择,这有助于发现自行车流的瓶颈,并证明新建自行车基础设施的必要性。然而,影响骑车人路线选择的因素仍未得到充分了解。为了解决这个问题,我们建立了一个变化-连续性空间滞后外生(VCSLX)模型,并分析了骑车人选择某一路段的概率,该概率不仅基于该路段的特征,还考虑了沿线邻居的特征。本研究中的特征包括自行车基础设施、交通控制装置和人工照明的存在,以及路面类型、自行车和机动车流量和不同的土地使用区域。该模型包括对从 Fietstelweek 数据中提取的自行车轨迹中观察到的路线,以及根据观察到的出行起点-终点和自行车网络确定的相应假设最短路线的分析。研究结果有助于理解说服骑车人偏离最短路线的因素。本研究重点关注了骑车人路线选择中路线段之间的空间依赖性这一尚未被充分探索的方面,从而为当前的文献做出了贡献。
{"title":"Exploring factors affecting route choice of cyclists: A novel varying-contiguity spatially lagged exogenous modeling approach","authors":"Nick Van Nijen, M. B. Ulak, Sander Veenstra, K. Geurs","doi":"10.5198/jtlu.2024.2452","DOIUrl":"https://doi.org/10.5198/jtlu.2024.2452","url":null,"abstract":"Cycling is one of the main transport modes and cycling infrastructure is strongly embedded in transport infrastructure in the Netherlands. Nonetheless, the bicycle network still undergoes frequent improvements and expansions. One of the critical elements in deciding on improvements and expansions is to understand the route choice of cyclists, which helps identify bottlenecks in bicycle flows and substantiate the need for new bicycle infrastructure. Yet, the factors affecting the route choice of cyclists are still not fully understood. To address this, we develop a varying-contiguity spatially lagged exogenous (VCSLX) model and analyze the probability of a cyclist choosing a certain segment based not only on the characteristics of that segment but also considering the characteristics of its neighbors along a route. Characteristics that are included in this study are the presence of bicycle infrastructure, traffic control installations and artificial lighting, as well as pavement type, bicycle and motorized-vehicle volumes and different land-use zones. The model involves the analysis of the observed routes extracted from cycling trajectories from Fietstelweek data, as well as corresponding hypothetical shortest path routes identified from the origin-destinations of the observed trips and the cycling network. The results of the study can help to understand the factors convincing cyclists to deviate from the shortest possible routes. The study contributes to the current literature by focusing on the underexplored aspect of spatial dependencies between route segments in the route choice of cyclists.","PeriodicalId":47271,"journal":{"name":"Journal of Transport and Land Use","volume":null,"pages":null},"PeriodicalIF":1.6,"publicationDate":"2024-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141655037","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A framework to include socio-demographic characteristics in potential job accessibility levels in low-car and car-free development areas in the Netherlands 将社会人口特征纳入荷兰低汽车保有量和无汽车保有量发展区潜在就业可及性水平的框架
IF 1.6 4区 工程技术 Q4 TRANSPORTATION Pub Date : 2024-07-10 DOI: 10.5198/jtlu.2024.2275
Rutger Meester, M. B. Ulak, K. Geurs
Car-free development has become popular in recent years due to concerns regarding transport-related health issues in urban areas as well as a growing trend toward sustainability and environmentally friendly living. Although car-free development is regarded as progress to promote active transport modes and healthier cities, the accessibility impacts for its residents remain unclear. To address this knowledge gap, this paper proposes a job accessibility assessment framework that integrates individual and household socio-demographic characteristics into a job accessibility assessment, making it possible to account for commuting preferences of different population groups in accessibility analyses. For this purpose, a stated choice survey was conducted in existing low-car areas in the Netherlands to determine transport use and perception of public transport trip characteristics. Then, the influence of socio-demographic characteristics on trip perceptions was analyzed using a Latent Class Logit (LCL) regression model and Monte Carlo simulations. Finally, a multi-modal transport network combining walking and public transport trips was used to assess potential job accessibility levels of different population groups in a car-free development area. The proposed framework was implemented in a case study in the province of Utrecht (the Netherlands). Results show notable differences between the job accessibility levels within different population groups, reflecting distinct perceptions toward commuting trip characteristics based on socio-demographic characteristics and demonstrating the suitability of the applied approach to assess accessibility levels in car-free development areas. Compared to the sample average distribution, more than 15% lower accessibility levels were observed for starters (age 18-35) in some urban areas, indicating the aversion to longer and more expensive commuting trips. Contrarily, increased accessibility levels for families (>2 persons in household) were observed, demonstrating the acceptance to experience longer commuting travel times and additional costs. No differences were observed between accessibility levels of the sample average and senior adults (age >50).
近年来,由于人们对城市地区与交通相关的健康问题的关注,以及对可持续发展和环保生活的日益追求,无车发展已成为一种流行趋势。尽管无车发展被认为是促进积极交通模式和更健康城市的进步,但其对居民无障碍环境的影响仍不明确。为了填补这一知识空白,本文提出了一个工作可达性评估框架,将个人和家庭的社会人口特征纳入工作可达性评估中,使在可达性分析中考虑不同人群的通勤偏好成为可能。为此,我们在荷兰现有的低汽车保有量地区开展了一项陈述选择调查,以确定交通使用情况和对公共交通出行特征的看法。然后,利用潜类 Logit(LCL)回归模型和蒙特卡罗模拟分析了社会人口特征对出行感知的影响。最后,结合步行和公共交通出行的多模式交通网络,评估了无车开发区内不同人群的潜在就业可达性水平。在荷兰乌得勒支省的一项案例研究中实施了所提出的框架。结果显示,不同人口群体的工作可达性水平存在明显差异,反映了基于社会人口特征的通勤出行特征的不同看法,并证明了所应用的方法适用于评估无车开发区的可达性水平。与样本平均分布相比,在一些城市地区,初入职场者(18-35 岁)的通勤便利性水平要低 15%以上,这表明他们不愿意进行更长、更昂贵的通勤。与此相反,家庭(家庭人口大于 2 人)的可达性水平却有所提高,这表明他们可以接受更长的通勤时间和更高的通勤成本。样本平均水平与老年人(年龄大于 50 岁)的可达性水平之间没有差异。
{"title":"A framework to include socio-demographic characteristics in potential job accessibility levels in low-car and car-free development areas in the Netherlands","authors":"Rutger Meester, M. B. Ulak, K. Geurs","doi":"10.5198/jtlu.2024.2275","DOIUrl":"https://doi.org/10.5198/jtlu.2024.2275","url":null,"abstract":"Car-free development has become popular in recent years due to concerns regarding transport-related health issues in urban areas as well as a growing trend toward sustainability and environmentally friendly living. Although car-free development is regarded as progress to promote active transport modes and healthier cities, the accessibility impacts for its residents remain unclear. To address this knowledge gap, this paper proposes a job accessibility assessment framework that integrates individual and household socio-demographic characteristics into a job accessibility assessment, making it possible to account for commuting preferences of different population groups in accessibility analyses. For this purpose, a stated choice survey was conducted in existing low-car areas in the Netherlands to determine transport use and perception of public transport trip characteristics. Then, the influence of socio-demographic characteristics on trip perceptions was analyzed using a Latent Class Logit (LCL) regression model and Monte Carlo simulations. Finally, a multi-modal transport network combining walking and public transport trips was used to assess potential job accessibility levels of different population groups in a car-free development area. The proposed framework was implemented in a case study in the province of Utrecht (the Netherlands). Results show notable differences between the job accessibility levels within different population groups, reflecting distinct perceptions toward commuting trip characteristics based on socio-demographic characteristics and demonstrating the suitability of the applied approach to assess accessibility levels in car-free development areas. Compared to the sample average distribution, more than 15% lower accessibility levels were observed for starters (age 18-35) in some urban areas, indicating the aversion to longer and more expensive commuting trips. Contrarily, increased accessibility levels for families (>2 persons in household) were observed, demonstrating the acceptance to experience longer commuting travel times and additional costs. No differences were observed between accessibility levels of the sample average and senior adults (age >50).","PeriodicalId":47271,"journal":{"name":"Journal of Transport and Land Use","volume":null,"pages":null},"PeriodicalIF":1.6,"publicationDate":"2024-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141660185","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of multiscale metro network-wide attributes on peak-hour station passenger and flow balancing 多尺度地铁网络属性对高峰时段车站客流和流量平衡的影响
IF 1.6 4区 工程技术 Q4 TRANSPORTATION Pub Date : 2024-07-10 DOI: 10.5198/jtlu.2024.2443
Haixiao Pan, Miao Hu, Xiyin Deng, Ailing Liu
Analyzing the balance of station passenger and passenger flow is essential for understanding jobs-housing balance and built environment in station areas and network-wide range as well as for enhancing the efficiency of urban rail transit operations. Taking the Shanghai rail transit network as a case study, this paper defines the Multiscale Subnetwork (MSSN) based on a specific spatial scope. By extracting the network features and built-environment elements of the stations and the MSSN, this study analyzes the factors affecting the peak-hour station passenger and the imbalance of regional network passenger flow. The research suggests that the small MSSN analysis, within 6-8 km from a station, can provide valuable results from a network-wide perspective, rather than solely focusing on individual station areas or the entire network. The regional attributes of jobs-housing balance and the transportation conditions in the MSSN range have great impact on both station passengers and flow imbalance. This research provides theoretical insights for urban planners and policymakers to formulate effective strategies for urban rail transit networks.
分析车站客流和客流的平衡,对于了解车站区域和整个网络范围内的职住平衡和建筑环境,以及提高城市轨道交通运营效率至关重要。本文以上海轨道交通网络为例,定义了基于特定空间范围的多尺度子网络(MSSN)。通过提取车站和 MSSN 的网络特征和建筑环境要素,分析影响高峰小时车站客流和区域网络客流失衡的因素。研究表明,在距离车站 6-8 公里的范围内进行小型 MSSN 分析,可以从整个网络的角度提供有价值的结果,而不是仅仅关注单个车站区域或整个网络。在 MSSN 范围内,就业与住房平衡的区域属性和交通条件对车站客流和人流失衡都有很大影响。这项研究为城市规划者和决策者制定有效的城市轨道交通网络战略提供了理论依据。
{"title":"Effect of multiscale metro network-wide attributes on peak-hour station passenger and flow balancing","authors":"Haixiao Pan, Miao Hu, Xiyin Deng, Ailing Liu","doi":"10.5198/jtlu.2024.2443","DOIUrl":"https://doi.org/10.5198/jtlu.2024.2443","url":null,"abstract":"Analyzing the balance of station passenger and passenger flow is essential for understanding jobs-housing balance and built environment in station areas and network-wide range as well as for enhancing the efficiency of urban rail transit operations. Taking the Shanghai rail transit network as a case study, this paper defines the Multiscale Subnetwork (MSSN) based on a specific spatial scope. By extracting the network features and built-environment elements of the stations and the MSSN, this study analyzes the factors affecting the peak-hour station passenger and the imbalance of regional network passenger flow. The research suggests that the small MSSN analysis, within 6-8 km from a station, can provide valuable results from a network-wide perspective, rather than solely focusing on individual station areas or the entire network. The regional attributes of jobs-housing balance and the transportation conditions in the MSSN range have great impact on both station passengers and flow imbalance. This research provides theoretical insights for urban planners and policymakers to formulate effective strategies for urban rail transit networks.","PeriodicalId":47271,"journal":{"name":"Journal of Transport and Land Use","volume":null,"pages":null},"PeriodicalIF":1.6,"publicationDate":"2024-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141660901","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the prospects and challenges of sustainable urban mobility: Potential and limits of cycling in Venice 探索可持续城市交通的前景与挑战:威尼斯自行车运动的潜力和局限性
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2024-05-21 DOI: 10.5198/jtlu.2024.2448
Cristina Bircu, F. Cavallaro, Gianfranco Pozzer, S. Nocera
The Covid-19 pandemic has affected the travel behavior of commuters, with soft modes emerging as reliable options for short-distance trips. This research focuses on evaluating the bike-friendliness of Venice, Italy, a unique city for its morphological and mobility characteristics. When considering daily commuting between the mainland and the historic city center in the lagoon, the bicycle is not an adopted solution. Yet, the recent construction of a bicycle and pedestrian path that runs alongside the main bridge between the mainland and historical city could alleviate the pressure on public transport and the use of cars, especially in peak hours. This contribution evaluates the potential for using bicycles to reach the historic center of Venice from the mainland, and the appropriateness of the infrastructural equipment. The quantitative analysis examines the current supply and demand in absolute values and in terms of modal share. Projecting the number of actual users under different scenarios until 2030, in accordance with the Venice Sustainable Urban Mobility Plan and other relevant plans, the inadequate provision of parking areas for bikes emerges as an unsolved issue. A revision of the mobility layout is thus required if bicycles are expected to be a competitive alternative solution.
Covid-19 的流行影响了通勤者的出行行为,软性交通工具成为短途出行的可靠选择。这项研究的重点是评估意大利威尼斯的自行车友好性,威尼斯是一座形态和交通特征独特的城市。在考虑大陆和环礁湖历史城市中心之间的日常通勤时,自行车并不是一个被采用的解决方案。然而,最近在大陆和历史名城之间的主桥旁修建了一条自行车和步行道,可以减轻公共交通和汽车使用的压力,尤其是在高峰时段。这篇论文评估了使用自行车从大陆到达威尼斯历史中心的潜力,以及基础设施设备的适宜性。定量分析研究了当前供需的绝对值和模式份额。根据《威尼斯可持续城市交通计划》和其他相关计划,对 2030 年前不同情况下的实际用户数量进行预测,发现自行车停放区不足是一个尚未解决的问题。因此,如果希望自行车成为一种有竞争力的替代解决方案,就必须对交通布局进行修改。
{"title":"Exploring the prospects and challenges of sustainable urban mobility: Potential and limits of cycling in Venice","authors":"Cristina Bircu, F. Cavallaro, Gianfranco Pozzer, S. Nocera","doi":"10.5198/jtlu.2024.2448","DOIUrl":"https://doi.org/10.5198/jtlu.2024.2448","url":null,"abstract":"The Covid-19 pandemic has affected the travel behavior of commuters, with soft modes emerging as reliable options for short-distance trips. This research focuses on evaluating the bike-friendliness of Venice, Italy, a unique city for its morphological and mobility characteristics. When considering daily commuting between the mainland and the historic city center in the lagoon, the bicycle is not an adopted solution. Yet, the recent construction of a bicycle and pedestrian path that runs alongside the main bridge between the mainland and historical city could alleviate the pressure on public transport and the use of cars, especially in peak hours. This contribution evaluates the potential for using bicycles to reach the historic center of Venice from the mainland, and the appropriateness of the infrastructural equipment. The quantitative analysis examines the current supply and demand in absolute values and in terms of modal share. Projecting the number of actual users under different scenarios until 2030, in accordance with the Venice Sustainable Urban Mobility Plan and other relevant plans, the inadequate provision of parking areas for bikes emerges as an unsolved issue. A revision of the mobility layout is thus required if bicycles are expected to be a competitive alternative solution.","PeriodicalId":47271,"journal":{"name":"Journal of Transport and Land Use","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2024-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141118014","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effects of the built environment on travel distance in bus-oriented, medium-sized cities in China 建筑环境对中国公交导向型中等城市出行距离的影响
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2024-05-21 DOI: 10.5198/jtlu.2024.2427
Xiaowei Li, Lanxin Shi, Ju Tang, Jiaying Li, Pengjun Zhao, Qian Liu, Jun Chen, Changxi Ma
The impact of the built environment and weather conditions on travel behavior has been widely studied. However, limited studies have focused on better understanding such effects in medium-sized cities with bus-oriented transit systems, particularly from a separate perspective of travelers’ origins and destinations. We took Weinan, China, as a representative of second-tier cities in developing countries that concentrate on bus-oriented development strategies. New evidence of feature importance and nonlinear effects of crucial factors were revealed by an interpretable machine learning-based approach combining XGBoost and Shapley Additive Explanation (SHAP) with multi-source data. Most key factors were critical at both origins and destinations, such as the density of residential and commercial facilities. However, several important factors, such as road density and boarding time, had strong imbalanced effects on travel behavior. These findings provide novel insights and empirical implications to support urban planning strategies in medium-sized cities.
建筑环境和天气条件对旅行行为的影响已被广泛研究。然而,对于如何更好地理解公交导向型中等城市的这种影响,特别是从旅客出发地和目的地的不同角度进行的研究还很有限。我们以中国渭南为代表,研究了发展中国家集中采用公交导向发展战略的二线城市。通过将 XGBoost 和 Shapley Additive Explanation(SHAP)与多源数据相结合的可解释机器学习方法,我们发现了特征重要性和关键因素非线性效应的新证据。大多数关键因素在出发地和目的地都至关重要,例如住宅和商业设施的密度。然而,道路密度和登机时间等几个重要因素对旅行行为的影响却极不平衡。这些发现为中等城市的城市规划策略提供了新颖的见解和经验启示。
{"title":"Effects of the built environment on travel distance in bus-oriented, medium-sized cities in China","authors":"Xiaowei Li, Lanxin Shi, Ju Tang, Jiaying Li, Pengjun Zhao, Qian Liu, Jun Chen, Changxi Ma","doi":"10.5198/jtlu.2024.2427","DOIUrl":"https://doi.org/10.5198/jtlu.2024.2427","url":null,"abstract":"The impact of the built environment and weather conditions on travel behavior has been widely studied. However, limited studies have focused on better understanding such effects in medium-sized cities with bus-oriented transit systems, particularly from a separate perspective of travelers’ origins and destinations. We took Weinan, China, as a representative of second-tier cities in developing countries that concentrate on bus-oriented development strategies. New evidence of feature importance and nonlinear effects of crucial factors were revealed by an interpretable machine learning-based approach combining XGBoost and Shapley Additive Explanation (SHAP) with multi-source data. Most key factors were critical at both origins and destinations, such as the density of residential and commercial facilities. However, several important factors, such as road density and boarding time, had strong imbalanced effects on travel behavior. These findings provide novel insights and empirical implications to support urban planning strategies in medium-sized cities.","PeriodicalId":47271,"journal":{"name":"Journal of Transport and Land Use","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2024-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141113978","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sydney’s residential relocation landscape: Machine learning and feature selection methods unpack the whys and whens 悉尼的住宅搬迁情况:机器学习和特征选择方法揭示原因和时机
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2024-05-17 DOI: 10.5198/jtlu.2024.2440
Maryam Bostanara, Amarin Siripanich, M. Ghasri, Taha Hossein Rashidi
This study investigates household residential relocation timing, an aspect vital for transport and urban planning. Analyzing a high-dimensional dataset from 1,024 relocations in Sydney, Australia, the research contrasts ten machine learning survival techniques with three classical survival models. Results indicate that when classical models are paired with tree-based automated feature selectors, they align closely with machine learning outcomes. Notably, the GBM, XGBoost, and Random Forest models emerge as standout performers. The study provides a comprehensive comparison between automatic and manual feature selection, shedding light on variables influencing households’ duration of stay. While stacked ensemble modeling, which leverages predictions from various models, is used to enhance accuracy, the improvements are marginal, underscoring inherent modeling challenges, particularly the recurring issue of misclassifying specific pairs of households in the concordance index measure. A thorough feature analysis highlights homeownership as the foremost predictor, underscoring the importance of recent life events and accessibility features in relocation decisions. The research emphasizes the importance of considering the accessibility of both current and future homes in relocation models, with 20% feature significance in model outcomes. Building on these foundational insights, the study paves the way for a deeper understanding of individual decision-making processes in sustainable urban planning.
本研究调查了对交通和城市规划至关重要的家庭住宅搬迁时间。研究分析了澳大利亚悉尼 1024 次搬迁的高维数据集,将十种机器学习生存技术与三种经典生存模型进行了对比。结果表明,当经典模型与基于树的自动特征选择器配对时,它们与机器学习的结果非常接近。值得注意的是,GBM、XGBoost 和随机森林模型表现突出。这项研究对自动特征选择和人工特征选择进行了全面比较,揭示了影响家庭逗留时间的各种变量。虽然堆叠集合建模(利用各种模型的预测结果)被用来提高准确性,但其改进微乎其微,凸显了建模过程中固有的挑战,特别是在一致性指数测量中反复出现的对特定住户进行错误分类的问题。对特征的全面分析凸显了房屋所有权是最重要的预测因素,强调了近期生活事件和交通便利特征在搬迁决策中的重要性。研究强调了在搬迁模型中考虑当前和未来住宅的可达性的重要性,模型结果中的特征显著性为 20%。基于这些基础性见解,该研究为深入了解可持续城市规划中的个人决策过程铺平了道路。
{"title":"Sydney’s residential relocation landscape: Machine learning and feature selection methods unpack the whys and whens","authors":"Maryam Bostanara, Amarin Siripanich, M. Ghasri, Taha Hossein Rashidi","doi":"10.5198/jtlu.2024.2440","DOIUrl":"https://doi.org/10.5198/jtlu.2024.2440","url":null,"abstract":"This study investigates household residential relocation timing, an aspect vital for transport and urban planning. Analyzing a high-dimensional dataset from 1,024 relocations in Sydney, Australia, the research contrasts ten machine learning survival techniques with three classical survival models. Results indicate that when classical models are paired with tree-based automated feature selectors, they align closely with machine learning outcomes. Notably, the GBM, XGBoost, and Random Forest models emerge as standout performers. The study provides a comprehensive comparison between automatic and manual feature selection, shedding light on variables influencing households’ duration of stay. While stacked ensemble modeling, which leverages predictions from various models, is used to enhance accuracy, the improvements are marginal, underscoring inherent modeling challenges, particularly the recurring issue of misclassifying specific pairs of households in the concordance index measure. A thorough feature analysis highlights homeownership as the foremost predictor, underscoring the importance of recent life events and accessibility features in relocation decisions. The research emphasizes the importance of considering the accessibility of both current and future homes in relocation models, with 20% feature significance in model outcomes. Building on these foundational insights, the study paves the way for a deeper understanding of individual decision-making processes in sustainable urban planning.","PeriodicalId":47271,"journal":{"name":"Journal of Transport and Land Use","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2024-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141126493","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
On the path to develop a micromobility journey planner for Madrid: A tool to estimate, visualize, and analyze cycling and other shared mobility services’ flow 为马德里开发微型交通行程规划器:估算、可视化和分析自行车及其他共享交通服务流量的工具
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2024-05-15 DOI: 10.5198/jtlu.2024.2451
Daniela Arias Molinares, Rubén Talavera-García, Gustavo Romanillos-Arroyo, Juan Carlos García Palomares
Journey planners could be one of the most relevant aspects to consider when choosing and deciding our daily trips. However, many of these trip apps still do not consider the new forms of mobility that are emerging in cities, also known as micromobility services (shared bikes, mopeds and scooters). In this study, we pursue two main objectives. On one hand, we create a journey planner for micromobility in Madrid. On the other hand, we use the journey planner to estimate and analyze micromobility flow considering the origin and destination points of trips registered in 2019 from the three different shared modes. Our results involve a series of maps that illustrate how micromobility flow is distributed in the city and the different dynamics considering two scenarios (weekdays and weekends). The journey planner helps to visualize those streets where micromobility flow concentrates, making micromobility users more visible and thus promoting that their paths become safer, attracting new users to start using micromobility (positive loop). Also, the maps could help policy planners to allocate new infrastructure in the city where it is needed most.
在选择和决定我们的日常出行时,行程计划器可能是最重要的考虑因素之一。然而,许多此类出行应用程序仍然没有考虑到城市中正在出现的新型交通方式,也就是所谓的微型交通服务(共享自行车、轻便摩托车和滑板车)。在这项研究中,我们有两个主要目标。一方面,我们为马德里的微型交通创建了一个行程规划器。另一方面,我们利用行程规划器估算和分析微移动交通流量,考虑到 2019 年三种不同共享模式登记的出行起点和终点。我们的研究结果包括一系列地图,这些地图展示了微移动交通流在城市中的分布情况,以及在两种情况下(工作日和周末)的不同动态。行程规划器有助于直观显示微型交通流集中的街道,使微型交通使用者更加显眼,从而使他们的出行路径更加安全,吸引新的使用者开始使用微型交通(正向循环)。此外,地图还可以帮助政策规划者在城市中最需要的地方分配新的基础设施。
{"title":"On the path to develop a micromobility journey planner for Madrid: A tool to estimate, visualize, and analyze cycling and other shared mobility services’ flow","authors":"Daniela Arias Molinares, Rubén Talavera-García, Gustavo Romanillos-Arroyo, Juan Carlos García Palomares","doi":"10.5198/jtlu.2024.2451","DOIUrl":"https://doi.org/10.5198/jtlu.2024.2451","url":null,"abstract":"Journey planners could be one of the most relevant aspects to consider when choosing and deciding our daily trips. However, many of these trip apps still do not consider the new forms of mobility that are emerging in cities, also known as micromobility services (shared bikes, mopeds and scooters). In this study, we pursue two main objectives. On one hand, we create a journey planner for micromobility in Madrid. On the other hand, we use the journey planner to estimate and analyze micromobility flow considering the origin and destination points of trips registered in 2019 from the three different shared modes. Our results involve a series of maps that illustrate how micromobility flow is distributed in the city and the different dynamics considering two scenarios (weekdays and weekends). The journey planner helps to visualize those streets where micromobility flow concentrates, making micromobility users more visible and thus promoting that their paths become safer, attracting new users to start using micromobility (positive loop). Also, the maps could help policy planners to allocate new infrastructure in the city where it is needed most.","PeriodicalId":47271,"journal":{"name":"Journal of Transport and Land Use","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2024-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140974803","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The value of scenario discovery in land-use modeling: An automated vehicle test case 土地利用建模中的情景发现价值:自动驾驶汽车测试案例
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2024-05-09 DOI: 10.5198/jtlu.2024.2401
Daniel Engelberg
Long-range planning is an uncertain endeavor. This is especially true for urban regions, small ships in a global urban storm that are too small to influence macro policies and without the land-use powers of local governments. Exploratory scenarios, the established practice for planning under deep uncertainty, have inspired stakeholders to consider multiple futures but have fallen short of identifying robust and contingent policies. We need new tools to plan under conditions of deep uncertainty. Scenario discovery is a technique for using simulation models to explore the performance of policy options across uncertain scenarios. This paper presents an application of scenario discovery in land-use modeling and asks what this computationally intensive approach offers relative to a more circumscribed exploration of uncertainty space. The introduction of autonomous vehicles (AVs) and their associated impacts on land use provide a test case demonstrating this method, as well as a topic of substantive concern. This research concludes that scenario discovery is particularly valuable for identifying the conditions under which contingent policies are likely to succeed. In terms of AV policy, this research establishes that forward-thinking, transit-oriented-development strategies can mitigate spatial dispersion while also reducing overall housing costs. In addition, I find that AVs may blunt the impacts of some current policy tools if they extend the distance individuals are willing to travel to work.
长期规划是一项不确定的工作。城市地区尤其如此,它们是全球城市风暴中的小船,规模太小,无法影响宏观政策,也没有地方政府的土地使用权。探索性情景方案是在极度不确定条件下进行规划的既定做法,它启发利益相关者考虑多种未来,但却无法确定稳健的权宜政策。我们需要新的工具来在高度不确定的条件下进行规划。情景发现是一种利用仿真模型探索政策选项在各种不确定情景下的表现的技术。本文介绍了情景发现在土地利用建模中的应用,并探讨了这种计算密集型方法相对于对不确定性空间进行更有限的探索能提供什么。自动驾驶汽车(AVs)的引入及其对土地使用的相关影响为该方法提供了一个测试案例,同时也是一个备受关注的话题。本研究的结论是,情景发现对于确定权变政策可能成功的条件特别有价值。就反车辆政策而言,本研究证实,具有前瞻性思维、以交通为导向的发展战略可以缓解空间分散,同时降低总体住房成本。此外,我还发现,如果自动驾驶汽车扩大了人们愿意前往工作地点的距离,那么它们可能会削弱一些现行政策工具的影响。
{"title":"The value of scenario discovery in land-use modeling: An automated vehicle test case","authors":"Daniel Engelberg","doi":"10.5198/jtlu.2024.2401","DOIUrl":"https://doi.org/10.5198/jtlu.2024.2401","url":null,"abstract":"Long-range planning is an uncertain endeavor. This is especially true for urban regions, small ships in a global urban storm that are too small to influence macro policies and without the land-use powers of local governments. Exploratory scenarios, the established practice for planning under deep uncertainty, have inspired stakeholders to consider multiple futures but have fallen short of identifying robust and contingent policies. We need new tools to plan under conditions of deep uncertainty. Scenario discovery is a technique for using simulation models to explore the performance of policy options across uncertain scenarios. This paper presents an application of scenario discovery in land-use modeling and asks what this computationally intensive approach offers relative to a more circumscribed exploration of uncertainty space. The introduction of autonomous vehicles (AVs) and their associated impacts on land use provide a test case demonstrating this method, as well as a topic of substantive concern. This research concludes that scenario discovery is particularly valuable for identifying the conditions under which contingent policies are likely to succeed. In terms of AV policy, this research establishes that forward-thinking, transit-oriented-development strategies can mitigate spatial dispersion while also reducing overall housing costs. In addition, I find that AVs may blunt the impacts of some current policy tools if they extend the distance individuals are willing to travel to work.","PeriodicalId":47271,"journal":{"name":"Journal of Transport and Land Use","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2024-05-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140994665","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Bicycle use in the university community: Empirical analysis using MobiCampus-UdL data (Lyon, France) 大学社区的自行车使用情况:使用 MobiCampus-UdL 数据的经验分析(法国里昂)
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2024-04-25 DOI: 10.5198/jtlu.2024.2450
Nathalie Havet, L. Bouzouina
Promoting sustainable mobility systems by encouraging the use of the bicycle as a transport mode is now a public policy objective. This political will is also pursued in France where the modal share of cycling is relatively low. However, young people and those with a high level of human capital, such as members of the university community, are observed to be more advanced in their adoption of cycling. An understanding of how cycling is used by university students and staff would therefore help to inform public decision-making and support more efficient targeted policies to develop this mode of transport. Using original data from the MobiCampus-UdL project, the aim of this article is to analyze the determinants of bicycle use by the university community at the University of Lyon, France. Two multivariate logistic regression models are estimated on the subsamples of students and staff: one explaining the probability of using the bicycle as an exclusive mode of transport to get to the campus and the other explaining the probability of using the bicycle in combination with other modes. Our results suggest that while socio-demographic characteristics have little influence within our two relatively homogeneous subsamples, access to mobility resources and the spatial characteristics of the campus and place of residence are crucial. We also find that access to bicycles is an important determinant of the utilization of cycling. Given that the adoption of cycling is still very low, our findings justify policies to increase the availability of bicycles and subsidize their purchase. More specifically, our results suggest that access to a shared bike station on campus encourages the exclusive use of bicycles by students and staff but has no effect when used in combination with other modes. On the other hand, good accessibility to public transport, whether from home or from campus, does not reduce the use of bicycles by either sub-population, either exclusively or in combination. Furthermore, while living far from the city center is an obstacle to the exclusive use of the bicycles, especially for staff, it does not in any way prevent their use in combination with other modes, such as the train. These results open up new avenues for anticipating the development of intermodality between public transport and cycling.
通过鼓励将自行车作为一种交通方式来促进可持续交通系统,现已成为一项公共政策目标。这一政治意愿在法国也得到了贯彻,因为法国的自行车出行比例相对较低。然而,据观察,年轻人和那些拥有高水平人力资本的人,如大学社区的成员,在采用自行车出行方面更为先进。因此,了解大学师生如何使用自行车将有助于为公共决策提供信息,并支持制定更有效的针对性政策来发展这种交通方式。本文利用 MobiCampus-UdL 项目的原始数据,旨在分析法国里昂大学大学生群体使用自行车的决定因素。我们以学生和教职员工为子样本,估算了两个多元逻辑回归模型:一个模型解释了将自行车作为唯一交通工具前往校园的概率,另一个模型解释了将自行车与其他交通工具结合使用的概率。我们的研究结果表明,虽然社会人口特征对我们这两个相对同质的子样本影响不大,但交通资源的获取以及校园和居住地的空间特征却至关重要。我们还发现,能否获得自行车是决定是否使用自行车的重要因素。鉴于自行车的使用率仍然很低,我们的研究结果证明了增加自行车供应和补贴购买自行车的政策是合理的。更具体地说,我们的研究结果表明,在校园内使用共享自行车站点会鼓励学生和教职员工专门使用自行车,但在与其他交通方式结合使用时则没有影响。另一方面,无论是从家里还是从校园出发,公共交通的便利性并不会减少这两类人群对自行车的使用,无论是单独使用还是结合使用。此外,虽然居住地远离市中心是自行车专用的一个障碍,尤其是对工作人员而言,但这丝毫不妨碍他们与火车等其他交通工具结合使用自行车。这些结果为预测公共交通与自行车的联运发展开辟了新的途径。
{"title":"Bicycle use in the university community: Empirical analysis using MobiCampus-UdL data (Lyon, France)","authors":"Nathalie Havet, L. Bouzouina","doi":"10.5198/jtlu.2024.2450","DOIUrl":"https://doi.org/10.5198/jtlu.2024.2450","url":null,"abstract":"Promoting sustainable mobility systems by encouraging the use of the bicycle as a transport mode is now a public policy objective. This political will is also pursued in France where the modal share of cycling is relatively low. However, young people and those with a high level of human capital, such as members of the university community, are observed to be more advanced in their adoption of cycling. An understanding of how cycling is used by university students and staff would therefore help to inform public decision-making and support more efficient targeted policies to develop this mode of transport. Using original data from the MobiCampus-UdL project, the aim of this article is to analyze the determinants of bicycle use by the university community at the University of Lyon, France. Two multivariate logistic regression models are estimated on the subsamples of students and staff: one explaining the probability of using the bicycle as an exclusive mode of transport to get to the campus and the other explaining the probability of using the bicycle in combination with other modes. Our results suggest that while socio-demographic characteristics have little influence within our two relatively homogeneous subsamples, access to mobility resources and the spatial characteristics of the campus and place of residence are crucial. We also find that access to bicycles is an important determinant of the utilization of cycling. Given that the adoption of cycling is still very low, our findings justify policies to increase the availability of bicycles and subsidize their purchase. More specifically, our results suggest that access to a shared bike station on campus encourages the exclusive use of bicycles by students and staff but has no effect when used in combination with other modes. On the other hand, good accessibility to public transport, whether from home or from campus, does not reduce the use of bicycles by either sub-population, either exclusively or in combination. Furthermore, while living far from the city center is an obstacle to the exclusive use of the bicycles, especially for staff, it does not in any way prevent their use in combination with other modes, such as the train. These results open up new avenues for anticipating the development of intermodality between public transport and cycling.","PeriodicalId":47271,"journal":{"name":"Journal of Transport and Land Use","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2024-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140657049","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
TOD effects on travel behavior: A synthesis of evidence from cross-sectional and longitudinal studies TOD 对出行行为的影响:横断面和纵向研究证据综述
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2024-04-09 DOI: 10.5198/jtlu.2024.2417
Bin Chi, Jinwoo Lee
The impacts of transit-oriented development (TOD) on travel behavior have been extensively studied, with a predominant focus on cross-sectional analyses that provide a static evaluation at a specific point in time by comparing TODs and non-TODs. Longitudinal assessments that capture changes in behavior over time remain relatively uncommon, and the literature tends to overlook differences in evaluating TOD effects across cross-sectional and longitudinal analyses. Additionally, the role of trip purpose as a significant but unexplored variable influencing the degree of TOD effects is often disregarded. To address these gaps, this systematic review examines 48 quantitative studies, comparing the effects of TOD on travel behavior from cross-sectional and longitudinal perspectives, restructuring indicators of effects into transit use, non-motorized travel, vehicle dependence, and vehicle ownership, and differentiating the effects by trip purpose. A metric has been introduced to quantitatively assess the impact of TOD on travel behavior. The pooled results indicate that private vehicle usage remains high in TOD areas, particularly for non-commuting trips, and that the longitudinal effects of TOD are limited and potentially influenced by individual travel attitudes, residential self-selection, and long-term travel habit change. Furthermore, the methodological differences between cross-sectional and longitudinal studies may lead to divergent conclusions regarding the effects of TOD on travel behavior. Our analysis sheds light on the importance of carefully selecting an appropriate method for a given research question to maximize the accuracy and relevance of the findings. Combining TOD and shared mobility can create a more efficient multi-model transport network that meets the diverse needs of city residents and improves accessibility for all. Overall, this review provides new insights into the impacts of TOD on travel behavior and supports the potential for a paradigm shift toward multimodal transport through the integration of TOD and shared mobility.
以公交为导向的开发(TOD)对出行行为的影响已得到广泛研究,主要集中在横断面分析上,通过比较 TOD 和非 TOD,提供特定时间点的静态评估。捕捉行为随时间变化的纵向评估仍相对少见,而且文献往往忽略了横截面分析和纵向分析在评估 TOD 效果方面的差异。此外,作为影响 TOD 效应程度的一个重要变量,出行目的的作用往往被忽视,但这一问题尚未得到探讨。为了弥补这些不足,本系统性综述审查了 48 项定量研究,从横截面和纵向角度比较了 TOD 对出行行为的影响,将影响指标重组为公交使用、非机动化出行、车辆依赖性和车辆拥有量,并按出行目的区分影响。此外,还引入了一个指标来量化评估 TOD 对出行行为的影响。汇总结果表明,在 TOD 地区,私家车的使用率仍然很高,尤其是非通勤出行,而且 TOD 的纵向影响有限,可能受到个人出行态度、居住地自我选择和长期出行习惯改变的影响。此外,横断面研究和纵向研究在方法上的差异可能会导致关于 TOD 对出行行为影响的不同结论。我们的分析揭示了针对特定研究问题谨慎选择适当方法的重要性,从而最大限度地提高研究结果的准确性和相关性。将 TOD 与共享交通结合起来,可以创建一个更高效的多模式交通网络,满足城市居民的不同需求,并改善所有人的交通可达性。总之,本综述就 TOD 对出行行为的影响提供了新的见解,并支持通过整合 TOD 和共享交通向多式联运模式转变的潜力。
{"title":"TOD effects on travel behavior: A synthesis of evidence from cross-sectional and longitudinal studies","authors":"Bin Chi, Jinwoo Lee","doi":"10.5198/jtlu.2024.2417","DOIUrl":"https://doi.org/10.5198/jtlu.2024.2417","url":null,"abstract":"The impacts of transit-oriented development (TOD) on travel behavior have been extensively studied, with a predominant focus on cross-sectional analyses that provide a static evaluation at a specific point in time by comparing TODs and non-TODs. Longitudinal assessments that capture changes in behavior over time remain relatively uncommon, and the literature tends to overlook differences in evaluating TOD effects across cross-sectional and longitudinal analyses. Additionally, the role of trip purpose as a significant but unexplored variable influencing the degree of TOD effects is often disregarded. To address these gaps, this systematic review examines 48 quantitative studies, comparing the effects of TOD on travel behavior from cross-sectional and longitudinal perspectives, restructuring indicators of effects into transit use, non-motorized travel, vehicle dependence, and vehicle ownership, and differentiating the effects by trip purpose. A metric has been introduced to quantitatively assess the impact of TOD on travel behavior. The pooled results indicate that private vehicle usage remains high in TOD areas, particularly for non-commuting trips, and that the longitudinal effects of TOD are limited and potentially influenced by individual travel attitudes, residential self-selection, and long-term travel habit change. Furthermore, the methodological differences between cross-sectional and longitudinal studies may lead to divergent conclusions regarding the effects of TOD on travel behavior. Our analysis sheds light on the importance of carefully selecting an appropriate method for a given research question to maximize the accuracy and relevance of the findings. Combining TOD and shared mobility can create a more efficient multi-model transport network that meets the diverse needs of city residents and improves accessibility for all. Overall, this review provides new insights into the impacts of TOD on travel behavior and supports the potential for a paradigm shift toward multimodal transport through the integration of TOD and shared mobility.","PeriodicalId":47271,"journal":{"name":"Journal of Transport and Land Use","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2024-04-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140724053","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of Transport and Land Use
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