Alexandre Lanvin, Pierre Michel, Jean Charléty, Alexandre Chasse
{"title":"Weathering heights: An updated analytical model of the nonlinear effects of weather on bicycle traffic","authors":"Alexandre Lanvin, Pierre Michel, Jean Charléty, Alexandre Chasse","doi":"10.1016/j.jcmr.2024.100031","DOIUrl":"10.1016/j.jcmr.2024.100031","url":null,"abstract":"<div><p>Local authorities actively advocate for cycling as a pivotal mode to shift urban transportation towards greater sustainability. Weather significantly influences bicycle traffic and may hinder the spread of bicycle adoption, potentially limiting its impact to mitigate climate change. Likewise, rising temperatures and extreme weather events are anticipated to influence mobility patterns. To better understand the complex effects of weather on bicycle traffic, an explainable artificial intelligence analysis is carried out on four territories in France. Employing a neural network, we model the effects of weather conditions and control variables (e.g., pollution) on bicycle traffic. Subsequently, we examine the marginal effects of each variable using Accumulated Local Effects plots. Based on this analysis, we formulate a nonlinear model with seasonal autoregressive with moving-average errors. This analytical model encapsulates new equations describing the effects of weather conditions on bicycle traffic. The methodology combines the ability of black-box model to capture complex nonlinear relationships without prior assumptions, with the transparency and generalization capabilities of analytical models. It also highlights the asymmetric sensitivity of bicycle traffic to humidity, with humid conditions being more deterrent than dry conditions. Statistical analysis reveals that atmospheric pressure is significantly correlated to bicycle traffic, whereas air quality does not demonstrate notable effects, contrary to observations in other territories.</p></div>","PeriodicalId":100771,"journal":{"name":"Journal of Cycling and Micromobility Research","volume":"2 ","pages":"Article 100031"},"PeriodicalIF":0.0,"publicationDate":"2024-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950105924000226/pdfft?md5=7300938b6c29e74ca4f8c319666e1cfe&pid=1-s2.0-S2950105924000226-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141144351","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Mesoscopic model of cycling trip energy expenditure based on operating modes","authors":"Fajar Ausri, Alexander Bigazzi","doi":"10.1016/j.jcmr.2024.100030","DOIUrl":"10.1016/j.jcmr.2024.100030","url":null,"abstract":"<div><p>Cyclist physical exertion is largely ignored in quantitative travel analysis, partly due to a lack of appropriate tools. Microscopic models of second-by-second energy expenditure based on equations of motion are data intensive and cannot be applied to hypothetical routes (such as needed for route choice modelling). Macroscopic models of aggregate energy expenditure based on a fixed assumed energy intensity are insensitive to traveller, trip, and contextual factors that are relevant for behavioural research and policy analysis (such as bicycle type or trip purpose). Building on concepts from motor vehicle emissions analysis, this paper proposes a mesoscopic approach to model cycling trip energy expenditure based on the distribution of travel time across discrete states of motion (“operating modes”) for different classes of traveller and trip (“model segments”). We aim to answer two key questions for model implementation: 1) which variables most effectively classify trips into model segments and 2) what operating mode definition most consistently characterizes cycling energy expenditure within model segments? We also evaluate the precision of the mesoscopic model relative to cycling energy estimates from microscopic and macroscopic models. Applied to a dataset of naturalistic cycling trips in Vancouver, Canada, the proposed mesoscopic model with six model segments based on 3 segmenting variables (rider gender, electric-assist bicycle, and high or low speed tier) explains up to 28 % of the variance in trip-level energy estimates from the microscopic model (within around 35 W of the microscopic estimates, on average). Further research to develop cycling trip energy models for general application is discussed.</p></div>","PeriodicalId":100771,"journal":{"name":"Journal of Cycling and Micromobility Research","volume":"2 ","pages":"Article 100030"},"PeriodicalIF":0.0,"publicationDate":"2024-05-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950105924000214/pdfft?md5=190c60b5ce6dee8cc16b6a7a9bb26f9e&pid=1-s2.0-S2950105924000214-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141042973","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Gustav Bösehans , Margaret Carol Bell , Dilum Dissanayake
{"title":"Shared mobility - Novel insights on mode substitution patterns, trip and user characteristics","authors":"Gustav Bösehans , Margaret Carol Bell , Dilum Dissanayake","doi":"10.1016/j.jcmr.2024.100029","DOIUrl":"https://doi.org/10.1016/j.jcmr.2024.100029","url":null,"abstract":"<div><p>With a growing number of shared mobility options, choosing not to own a car may become a new norm in the future. Shared mobility offers users a flexible range of low or zero-emission alternatives, potentially reducing the use of private cars, as well as noise and air pollution. However, to date, there is little evidence of shared mobility acting as an alternative to private car use. Indeed, recent research suggests that shared vehicles not only substitute trips by private car, but also trips by active travel and public transport, thus not resulting in emission savings. Therefore, as part of the eHUBS project focusing on shared electric mobility hubs, the mode substitution patterns of 602 self-reported shared mobility users across Europe were investigated. More specifically, respondents of an online survey were asked to recall their last trip using shared mobility and to report on both their chosen and substituted travel mode in addition to common trip characteristics including trip distance and frequency. Chosen shared modes considered were both conventional or electric alternatives including cars, bicycles, cargobikes, and scooters. Overall, the results suggested that shared vehicles were about as or more likely to substitute public transport, cycling and walking, as private car trips, thus providing a mixed picture with respect to their potential contribution to reducing private car use and associated carbon emissions. Local authorities and policy makers are urged to actively continue to improve active travel facilities and to be proactive in better integration of shared mobility and public transport services.</p></div>","PeriodicalId":100771,"journal":{"name":"Journal of Cycling and Micromobility Research","volume":"2 ","pages":"Article 100029"},"PeriodicalIF":0.0,"publicationDate":"2024-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950105924000202/pdfft?md5=3a07afc6aab3c09d0640e668ee6948e3&pid=1-s2.0-S2950105924000202-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141067832","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
A. Marie Harkin , Aline Mangold , Kevin A. Harkin , Tibor Petzoldt
{"title":"Implicit communication in cyclist-vehicle interaction: Examining the influence of driving dynamics in interactions with turning (automated) vehicles on cyclists' perceived safety, behavioral intention, and risk anticipation","authors":"A. Marie Harkin , Aline Mangold , Kevin A. Harkin , Tibor Petzoldt","doi":"10.1016/j.jcmr.2024.100028","DOIUrl":"https://doi.org/10.1016/j.jcmr.2024.100028","url":null,"abstract":"<div><p>Successful and safe management of interactions between cyclists and motorized vehicles often includes implicit communication, such as vehicle motion signals. While the introduction of automated vehicles (AVs) is anticipated to increase safety for cyclists by eliminating human error, it is still unclear how they should communicate implicitly in complex traffic scenarios. The turning maneuver constitutes a complex and ambiguous scenario, as it involves vehicle deceleration even when there is no intention to halt for the cyclist, proceeding straight ahead. A video-based laboratory study incorporating a bicycle setup examined the influence of four driving dynamics and automation status on cyclists' risk anticipation, perceived safety, and intention to continue to cycle through an intersection. Forty-two participants viewed videos of an oncoming vehicle making a left turn at an intersection from the perspective of a cyclist traveling straight through the intersection. The results indicated that participants perceived early and continuous braking of the vehicle (\"passive yield\") as the most favorable approach (reduced risk anticipation, higher perceived safety, and greater intention to continue to cycle through the intersection), even when compared to later but stronger braking (\"active yield\"). The objectively riskiest maneuver that would result in a collision (\"collision\") was evaluated as the least desirable. A rule-violating yet objectively safe maneuver (accelerating to exit the conflict area before the cyclist; \"no yield\") led to increased risk anticipation but not to lower perceived safety or reduced intention to continue to cycle through the intersection compared to active yield. The displayed automation status had minimal influence overall, although participants in the passive yield condition expressed greater uncertainty regarding their intention to continue to cycle through the intersection in interactions with AVs compared to MVs. It appears that natural driving dynamics exhibited by \"good\" human drivers could represent a promising approach to ensuring the safety and comfort of cyclists in interactions with AVs. Here, early and continuous braking is preferable to later and stronger braking.</p></div>","PeriodicalId":100771,"journal":{"name":"Journal of Cycling and Micromobility Research","volume":"2 ","pages":"Article 100028"},"PeriodicalIF":0.0,"publicationDate":"2024-05-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950105924000196/pdfft?md5=c11564d3578005c2f9d808c15148f30d&pid=1-s2.0-S2950105924000196-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140906093","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Natural barriers facing female cyclists and how to overcome them: A cross national examination of bikesharing schemes","authors":"Richard Bean, Dorina Pojani, Jonathan Corcoran","doi":"10.1016/j.jcmr.2024.100025","DOIUrl":"10.1016/j.jcmr.2024.100025","url":null,"abstract":"<div><p>Worldwide, the gender gap in urban cycling is considerable, with most cyclists being young to middle-aged men. In the current study, we first capture the suite of cycling barriers facing women before empirically investigating whether and how much three natural barriers (inclement weather, hilliness, and darkness) impact female users of bikesharing systems. For the analysis, we spatially integrate gender for more than 200 million bikesharing trips with fine-grained weather, gradient, and sunset/sunrise data. Computing a suite of the generalized additive models for ten cities worldwide covering a period of 14 years, we find that wind and precipitation disincentivise cycling, and more so for women than for men. Similarly, steeper gradients are a significant barrier for female bikeshare users for many cities. In every city, women make fewer trips in the dark (i.e., before sunrise and after sunset) compared to men. In higher-cycling cities, regardless of natural barriers, cycling declines less with age for women compared to other cities. To overcome the barriers presented by inclement weather, hilliness, and darkness we recommend (a) partial electrification of bikesharing fleets, (b) reduced exposure along bicycle paths (through manufactured shelters or tree canopies), and (c) adequate nighttime lighting along cycling paths. <em>In the spirit of open science, all data and code on which this paper is based have been provided on Mendeley:</em> <span>https://data.mendeley.com/datasets/vmy42hywwx/1</span><svg><path></path></svg><em>.</em></p></div>","PeriodicalId":100771,"journal":{"name":"Journal of Cycling and Micromobility Research","volume":"2 ","pages":"Article 100025"},"PeriodicalIF":0.0,"publicationDate":"2024-04-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950105924000160/pdfft?md5=73b850d74307d2e692e1fc150d30b661&pid=1-s2.0-S2950105924000160-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140774068","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Bingyuan (Amelia) Huang, Hans Wüst, Mathijs de Haas
{"title":"Assessing the E-bike trends and impact on sustainable mobility: A national-level study in the Netherlands","authors":"Bingyuan (Amelia) Huang, Hans Wüst, Mathijs de Haas","doi":"10.1016/j.jcmr.2024.100027","DOIUrl":"https://doi.org/10.1016/j.jcmr.2024.100027","url":null,"abstract":"<div><p>Over the past decade, e-bikes have become increasingly popular, sparking interest in their potential replacement for car use and benefit for the environment. However, many studies on e-bike development and their substitution effects exhibit limitations. These include a lack of modeling on e-bike trend development, inadequate assessments of their impact on national-level mobility, a predominant focus on commuting, and a lack of foresight into future e-bike substitution effects. Our research introduces an innovative approach to model e-bike development, employing a multilevel Richards growth curve model fitted within a hierarchical Bayesian framework using the Hamiltonian Monte Carlo (HMC) method. Further, we incorporate an intention-based method to delve into the potential of e-bikes in stimulating sustainable mobility in the Netherlands. Our findings highlight an ongoing increase in e-bike distance share, with marked gender and generational differences in growth patterns. Notably, women have higher e-bike usage than men, and this gap is narrowing for older age groups while widening among younger demographics, suggesting that younger people may adopt e-bike usage differently than older generation. E-bike ownership strongly reduces the conventional bicycle use and, to a lesser extent, car and public transport use, especially for commuting. This study provides insight into whether and to what extent e-bikes substitute for car use and other modes of transportation, and how the expected growth in e-bike use in coming years may impact national mobility in the Netherlands.</p></div>","PeriodicalId":100771,"journal":{"name":"Journal of Cycling and Micromobility Research","volume":"2 ","pages":"Article 100027"},"PeriodicalIF":0.0,"publicationDate":"2024-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950105924000184/pdfft?md5=3433b9317a696991e43f9b9ca36334f1&pid=1-s2.0-S2950105924000184-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140646163","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Lucas Heiki Matsunaga , Ingrid Luiza Neto , Tim Jones , Hartmut Günther , Caroline Cardoso Machado , Júlio Celso Vargas , Eleonora D’Orsi
{"title":"The social and psychological antecedents of cycling in Brazil","authors":"Lucas Heiki Matsunaga , Ingrid Luiza Neto , Tim Jones , Hartmut Günther , Caroline Cardoso Machado , Júlio Celso Vargas , Eleonora D’Orsi","doi":"10.1016/j.jcmr.2024.100026","DOIUrl":"https://doi.org/10.1016/j.jcmr.2024.100026","url":null,"abstract":"<div><p>Cycling is widely regarded as a healthy and sustainable transport option in urban environments. However, there is an emergent need to understand how cycling in countries like Brazil, can be encouraged and supported, particularly among different sections of the population. This study investigates social-psychological antecedents of cycling within the Brazilian context using a large-scale dataset to verify the appropriateness of a model based on the extended Theory of Planned Behaviour (e-TPB). In-person interviews were conducted with people living in three large Brazilian cities – Brasília (<em>n</em>=1107), Florianópolis (<em>n</em>=1084), and Porto Alegre (<em>n</em>=1105) using a questionnaire including nine items from the e-TPB to measure attitudes, social norms, perceived behavioural control, intention, cycling behaviour, and habit. Multigroup analysis verified the model fit and invariance in structural weights by gender. Age and gender were revealed to be the only sociodemographic variables with significant influence on the components’ mean scores, with gender exhibiting the strongest influence. We concluded that the e-TPB allows us to explain cycling behaviour among this sample of the Brazilian population and that it is particularly sensitive to (a) other people's influence (b) personal habit (c) perceived behavioural control (d) belief in the ability to change one’s behaviour. Women were less likely to cycle and were less likely to be influenced by social-psychological components that could encourage this type of activity. Thus, we conclude that understanding the social and cognitive determinants of cycling can help to design more targeted policies for different sections of society.</p></div>","PeriodicalId":100771,"journal":{"name":"Journal of Cycling and Micromobility Research","volume":"2 ","pages":"Article 100026"},"PeriodicalIF":0.0,"publicationDate":"2024-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950105924000172/pdfft?md5=2da4098633411191f85d1112d68494f6&pid=1-s2.0-S2950105924000172-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140631677","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Varsolo Sunio , Andre Joseph Theng , Philip Peckson , Jedd Carlo Ugay
{"title":"Emerging storylines in the context of the pandemic for the mainstreaming of bicycles in the transport system","authors":"Varsolo Sunio , Andre Joseph Theng , Philip Peckson , Jedd Carlo Ugay","doi":"10.1016/j.jcmr.2024.100024","DOIUrl":"https://doi.org/10.1016/j.jcmr.2024.100024","url":null,"abstract":"<div><p>Using Metropolitan Manila in the Philippines as a case study, we investigate how the Covid pandemic has opened up a window of opportunity for the de-legitimization of dominant storylines marginalizing cycling and the legitimization of alternative storylines favoring the mainstreaming of bicycles in urban transport systems. Storylines are condensed summaries of complex narratives deployed as convenient shorthand in discussions. Through a content analysis of posts from ten Facebook groups by cycling advocates, we identify six pairs of contending storylines and their key narratives. Furthermore, through semi-formal interviews and an online survey, we determine the level of agreement and the consensus around agreement with the content of the storylines among a limited sample of respondents representing various backgrounds. Our results suggest that pre-pandemic, delegitimizing storylines resonate more strongly among the respondents. Peri-pandemic, a positive shift has occurred in the social representation of bicycles in Metropolitan Manila, as indicated by the emergence of legitimizing storylines. This does not mean, however, that this positive shift is complete and not challenged anymore. Though a rapid legitimization of pro-cycling storylines has been observed, there is an ongoing contestation against such legitimization. Whether the peri-pandemic cycling gains can be sustained post-pandemic is an open question.</p></div>","PeriodicalId":100771,"journal":{"name":"Journal of Cycling and Micromobility Research","volume":"2 ","pages":"Article 100024"},"PeriodicalIF":0.0,"publicationDate":"2024-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950105924000159/pdfft?md5=5630cb618b46ae4c29f4a6c0150c62a7&pid=1-s2.0-S2950105924000159-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140533308","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Comparing e-bike and conventional bicycle use patterns in a public bike share system: A case study of Richmond, VA","authors":"Yifan Yang , Elliott Sloate , Nashid Khadem , Celeste Chavis , Vanessa Frías-Martínez","doi":"10.1016/j.jcmr.2024.100023","DOIUrl":"https://doi.org/10.1016/j.jcmr.2024.100023","url":null,"abstract":"<div><p>Bicycle-sharing systems have emerged as a viable transportation alternative in numerous urban areas, owing to their multifaceted benefits. These benefits include reduced transportation expenses, health improvements, and decreased emission levels. While extensive research has been conducted on travel behaviors in shared bicycle systems, there is currently a lack of research on travel behaviors changes with the introduction of e-bikes. This study presents a comprehensive analysis of the similarities and differences between e-bike (pedelec) and conventional bicycle use in a bike share system in Richmond City, Virginia.</p><p>The results show that pedelecs are generally associated with longer trip distances, shorter trip times, higher speeds, and lower rates of uphill elevation change. The origin–destination analysis considering the business, mixed use, residential, and other uses shows extremely similar trends, with a large number of trips staying within either business or residential locations or mixed use. The roadway use analysis shows that pedelecs are used farther outside of the city than bikes.</p></div>","PeriodicalId":100771,"journal":{"name":"Journal of Cycling and Micromobility Research","volume":"2 ","pages":"Article 100023"},"PeriodicalIF":0.0,"publicationDate":"2024-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950105924000147/pdfft?md5=8ca78b7bcb43a1d013dc453a0e38479a&pid=1-s2.0-S2950105924000147-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140632651","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ying-Chuan Ni , Michail A. Makridis , Anastasios Kouvelas
{"title":"Bicycle as a traffic mode: From microscopic cycling behavior to macroscopic bicycle flow","authors":"Ying-Chuan Ni , Michail A. Makridis , Anastasios Kouvelas","doi":"10.1016/j.jcmr.2024.100022","DOIUrl":"10.1016/j.jcmr.2024.100022","url":null,"abstract":"<div><p>Cities allocate dedicated road space to bicycles in favor of active-mode road users. For urban environments with a mass bicycle volume, bicycle traffic congestion is likely to occur. Hence, a thorough understanding of bicycle traffic flow is necessary for the assessment of cycling infrastructure and the development of traffic management strategies considering cycling efficiency. This study aims to investigate bicycle flow characteristics using microscopic traffic simulation. As bicycle flow performance is subject to the non-lane-based movement strategy and the behavioral heterogeneity among cyclists, various scenarios with different microsimulation settings are evaluated. Ultimately, we derive the functional form fundamental diagrams and macroscopic fundamental diagrams using a curve-fitting approach and an analytical method, respectively. Important macroscopic traffic flow parameters, such as capacity, critical speed, critical density, backward wave speed, etc., are estimated. The results show that lane width, overtaking incentive, and desired speed distribution are factors that affect bicycle flow performance. The distinct features of bicycle flow under different traffic states are identified by discussing the simulation outcome and comparing the estimated flow parameters. The findings can be utilized by future research regarding large-scale bicycle traffic flow modeling and control.</p></div>","PeriodicalId":100771,"journal":{"name":"Journal of Cycling and Micromobility Research","volume":"2 ","pages":"Article 100022"},"PeriodicalIF":0.0,"publicationDate":"2024-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950105924000135/pdfft?md5=3a3bb14e2269ed5cd77b25f8ef006cb0&pid=1-s2.0-S2950105924000135-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140279875","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}