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Enhancing transportation accessibility: evaluating the impact of route guidance systems and connected autonomous vehicles 提高交通无障碍程度:评估路线引导系统和联网自动驾驶汽车的影响
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-07-01 DOI: 10.1016/j.trip.2024.101172
Hamid Mirzahossein , Pooyan Najafi

Enhancing accessibility in transportation systems is an escalating interest among researchers, fueled by the rising issues with traffic congestion and technological innovations. Accessibility significantly contributes to improving the quality of life, thereby necessitating an examination of how route guidance systems impact it. This study explores the influence of system optimum (SO) and user equilibrium (UE) route guidance systems on accessibility, particularly in the context of connected autonomous vehicles (CAVs) embedded in the network. We employ a hybrid assignment model that enables the concurrent allocation of SO and UE assignments, along with the Gravity model to compute accessibility. The Sioux Falls network, previously leveraged in prior research, was chosen for numerical simulations to permit insightful comparisons. Our study scrutinizes three scenarios: the first scenario examines the repercussions of route guidance systems on human-driven vehicles, while the second and third assess their effects on CAVs. The difference between the second and third scenario is in the way of increasing the capacity in the assignment. Our findings reveal that at lower penetration rates of route guidance systems, accessibility initially dips, and then ascends. When all human-driven users adopt route guidance systems, accessibility increases by 12.75% compared to the initial state (without any intervention). Remarkably, should all users employ autonomous vehicles, accessibility would surge by 220% compared to the initial state (without any intervention). These insights highlight the importance of integrating CAVs and route guidance systems into transportation planning to enhance accessibility and improve the quality of life.

由于交通拥堵和技术创新问题日益突出,提高交通系统的无障碍性成为研究人员日益关注的问题。无障碍环境对提高生活质量大有裨益,因此有必要研究路线引导系统如何影响无障碍环境。本研究探讨了系统最优(SO)和用户均衡(UE)路线引导系统对可达性的影响,尤其是在联网自动驾驶汽车(CAV)嵌入网络的情况下。我们采用了一种混合分配模式,能够同时分配 SO 和 UE 任务,并利用重力模式计算可达性。我们选择了之前研究中使用过的苏福尔斯网络进行数值模拟,以便进行深入比较。我们的研究仔细研究了三种情况:第一种情况是研究路线引导系统对人类驾驶车辆的影响,第二和第三种情况是评估其对 CAV 的影响。第二种和第三种方案的区别在于如何增加分配的容量。我们的研究结果表明,在路线引导系统普及率较低的情况下,可达性最初会下降,然后上升。当所有由人类驱动的用户都采用路线引导系统时,与初始状态(没有任何干预)相比,可达性提高了 12.75%。值得注意的是,如果所有用户都使用自动驾驶汽车,那么可达性将比初始状态(无任何干预)激增 220%。这些见解凸显了将自动驾驶汽车和路线引导系统整合到交通规划中的重要性,从而提高无障碍性并改善生活质量。
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引用次数: 0
Evaluating the effectiveness of brief anti-speeding messages disseminated within warning notices to driving offenders 评估在警告通知中向违章驾驶者发布简短的反超速信息的效果
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-07-01 DOI: 10.1016/j.trip.2024.101153
I. Lewis, S. Nandavar, C. Rose, B. Watson, A. Watson

Road safety messaging represents a long-standing strategy in efforts to reduce speeding, a behaviour which accounts for an estimated 30 % of all road crashes on Australian roads. This study aimed to further examine the effectiveness of such a strategy via the use of a novel message medium that included anti-speeding messaging disseminated to speeding offenders via warning notices issued by a Start Government Transport agency. Informed by the Step approach to Message Design and Testing (SatMDT), survey content was devised to compare the effectiveness of the messages across various outcome measures including intentions to stay within the posted speed limit. A total of 219 speeding offenders completed the online survey. Overall, the results found some positive responses regarding Intervention condition participants’ responses to the anti-speeding messaging featured within the warning notices. Among some of the key findings were that the Intervention condition participants reported relatively low levels of message rejection. Additionally, females responded more favourably to both messages than males. Collectively, the findings suggest that there is no harm in including such messages within warning notices providing such messages are concept-tested prior to use. Overall, the findings suggest this approach may represent a low-cost option for targeted message delivery.

道路安全信息传播是减少超速行为的一项长期战略,据估计,超速行为占澳大利亚道路交通事故总数的 30%。本研究旨在通过使用一种新颖的信息媒介来进一步检验这种策略的有效性,这种媒介包括通过起始政府交通机构发布的警告通知向超速驾驶者传播反超速信息。在信息设计和测试步骤方法(SatMDT)的指导下,我们设计了调查内容,以比较信息在各种结果测量中的有效性,包括保持在规定限速内的意愿。共有 219 名超速驾驶者完成了在线调查。总体而言,调查结果发现,干预条件参与者对警告通知中的反超速信息反应积极。其中一些主要发现是,干预条件参与者对信息的拒绝程度相对较低。此外,女性对这两条信息的反应比男性更积极。总之,研究结果表明,在警告提示中加入此类信息并无坏处,只要在使用前对此类信息进行概念测试即可。总之,研究结果表明,这种方法可能是有针对性地传递信息的低成本选择。
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引用次数: 0
Liquid lives – Blurred boundaries: Working from home and the transport practices of parents 流动的生活--模糊的界限:在家工作与父母的交通方式
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-07-01 DOI: 10.1016/j.trip.2024.101151
Jennifer L. Kent , Alexa Delbosc

In some sectors and settings, the ability to work from home is increasingly common. The way this ability is experienced, and its impact on socio-spatial ordering, is shaped by context. In this piece, we use parenting as one particular context to explore the impact of working from home on day-to-day travel in a car-dependent setting. We intentionally seek out the complexity of mundane family life to ground Bauman’s concept of liquidity by demonstrating its embodiment through families working from home. We use in-depth interviews with 30 parents in Sydney and Melbourne, Australia, to examine the way the experience of working from home are filtered through the lens of caring for children and onto ways of being mobile day-to-day. We propose that working from home intensifies the complexity of the spatialities, temporalities and emotional landscapes of the parenting task. This intensification is absorbed by families as flexibility, which appeals to parents. This is likely to perpetuate reliance on autonomous modes of mobility for families, namely, the private car, who use cars to order complexity and enact flexibility. We conclude that working from home sustains and augments liquid lives in myriad ways, including the mundane organisation of family life and ways of travelling in cities.

在某些行业和环境中,在家工作的能力越来越普遍。这种能力的体验方式及其对社会空间排序的影响受环境影响。在这篇文章中,我们以养育子女为特定背景,探讨在依赖汽车的环境中,在家工作对日常出行的影响。我们有意寻找平凡家庭生活的复杂性,通过在家工作的家庭展示鲍曼的流动性概念。我们对澳大利亚悉尼和墨尔本的 30 位父母进行了深入访谈,以研究在家工作的经历如何通过照顾孩子的视角和日常流动的方式进行过滤。我们认为,在家工作加剧了育儿任务的空间性、时间性和情感景观的复杂性。这种复杂性被家庭理解为灵活性,这对父母很有吸引力。这可能会使家庭长期依赖于自主的移动方式,即私家车,他们使用汽车来安排复杂性和灵活性。我们的结论是,在家工作以多种方式维持和增强了流动性生活,包括家庭生活的日常组织和在城市中的出行方式。
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引用次数: 0
Modelling road fatalities from tricycle crashes in Ashanti Region, Ghana: An application of regression with ARIMA errors 加纳阿散蒂地区三轮车碰撞造成的道路死亡事故建模:带有 ARIMA 误差的回归应用
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-07-01 DOI: 10.1016/j.trip.2024.101180
Prince Owusu-Ansah , A.R. Abdul-Aziz , Abena Agyeiwaa Obiri-Yeboah , Adwoa Sarpong Amoah , Saviour Kwame Woangbah , Ebenezer Adusei

Tricycles contribute to road crashes globally, especially in Asia where it is a popular means of transport. Safety assessment of tricycles has discovered that associated fatality rate and severity of injuries from tricycle crashes, which has risen steadily, are due to their flawed designs especially the absence of seatbelts and paddings of hard surfaces. Tricycle related crashes were sourced weekly from the regional office of the National Road Safety Authority from January 2012 to June 2022 and modelled with Autoregressive Integrated Moving Average Model. The results showed ARIMA (1,0,3) errors were retained as the best model for estimating road fatalities caused by tricycle crashes. The exogenous factors: tricycle crashes, time of day, season of the year, and road design were tested and found to be statistically significant relative to its contribution to the fatalities. The time series components were deemed to be relevant contributing factors to fatalities for the study period. Further, crash data forecasted to October 2022 largely exhibited a sinusoidal behaviour with spikes at various weeks. It was recommended that tricycle drivers undergo mandatory refresher courses on safe driving techniques and general road safety regulations as a policy intervention. In addition, the licensing regime for tricycles should be strengthened, and government should create separate lanes along some major routes within the metropolitan, municipal, and district assemblies to eliminate or reduce the negative incidents.

在全球范围内,三轮车是造成道路交通事故的原因之一,特别是在亚洲,三轮车是一种流行的交通工具。对三轮车的安全评估发现,三轮车碰撞事故的相关死亡率和受伤严重程度持续上升,其原因在于三轮车的设计存在缺陷,尤其是没有安全带和硬质路面的衬垫。从 2012 年 1 月到 2022 年 6 月,国家道路安全局地区办公室每周都会收集与三轮车相关的碰撞事故,并利用自回归综合移动平均模型进行建模。结果表明,ARIMA(1,0,3)误差被认为是估算三轮车碰撞造成的道路死亡事故的最佳模型。外生因素:三轮车碰撞、一天中的时间、一年中的季节和道路设计经过测试,发现其对死亡人数的影响在统计学上是显著的。时间序列成分被认为是研究期间造成死亡事故的相关因素。此外,预测至 2022 年 10 月的车祸数据在很大程度上呈现出正弦波状,在不同的星期会出现峰值。作为一项政策干预措施,建议三轮车驾驶员参加有关安全驾驶技术和一般道路安全法规的强制性进修课程。此外,应加强三轮车的许可制度,政府应在大都市、市和区议会内的一些主要路线上开辟单独的车道,以消除或减少负面事故。
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引用次数: 0
A systemic archetype for enhancing occupational safety in road construction projects through worker behavior 通过工人行为加强公路建设项目职业安全的系统原型
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-07-01 DOI: 10.1016/j.trip.2024.101154
Dillip Kumar Das , Ayodeji Olatunji Aiyetan , Mohamed Mostafa Hassan Mostafa

Occupational health and safety (OHS) challenges persistently plague road construction endeavours. The pivotal role of worker behaviour in influencing these challenges is widely acknowledged. Nevertheless, a comprehensive exploration of how OHS issues manifest in road construction due to worker behaviour has been conspicuously absent. Within the context of India’s National Highway expansion project, this study investigates the key factors associated with worker behaviour that contribute to accidents and presents a systemic archetype for ameliorating worker behaviour and, consequently, OHS. Data sourced from surveys and robust statistical analyses form the foundation of this research, with the System Dynamics modelling (SD) framework employed to construct the archetype. Furthermore, the Theory of Planned Behaviour (TPB) serves as the theoretical underpinning for this study. The findings underscore that accidents are often precipitated by a dearth of knowledge and inadequate training regarding safety codes and practices, which consequently leads to their violation. However, an investment in knowledge dissemination and comprehensive training to heighten awareness, encourage adherence, and facilitate implementation of safety standards and practices could markedly enhance OHS within road construction projects. This study posits that fostering appropriate worker behaviour rooted in knowledge and training, along with promoting the rigorous enforcement of safety codes and practices, stands as a crucial strategy for preventing accidents in road construction. Consequently, it is argued that knowledge acquisition and training should be recognized as pivotal leverage points for enhancing OHS through the prism of worker behaviour in road construction projects.

职业健康与安全(OHS)方面的挑战一直困扰着道路建设工作。工人行为在影响这些挑战方面的关键作用已得到广泛认可。然而,关于职业健康与安全问题如何在公路建设中因工人行为而表现出来的全面探讨却明显缺乏。本研究以印度国家公路扩建项目为背景,调查了与工人行为相关的导致事故的关键因素,并提出了改善工人行为,进而改善职业健康安全的系统原型。调查数据和可靠的统计分析构成了本研究的基础,系统动力学建模(SD)框架被用于构建原型。此外,计划行为理论(TPB)也是本研究的理论基础。研究结果强调,事故往往是由于缺乏安全规范和实践方面的知识和培训,从而导致违反安全规范和实践。然而,投资于知识传播和全面培训,以提高意识、鼓励遵守并促进安全标准和实践的实施,可以显著提高公路建设项目中的职业健康安全。本研究认为,以知识和培训为基础,培养工人的适当行为,同时促进安全规范和实践的严格执行,是预防道路施工事故的重要策略。因此,本研究认为,应将知识获取和培训视为通过公路建设项目中工人行为的棱镜来加强职业健康安全的关键杠杆点。
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引用次数: 0
Impact of 4-to-3 lane conversions on emergency response 4 到 3 车道转换对应急响应的影响
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-07-01 DOI: 10.1016/j.trip.2024.101158
Nicole Corcoran , Cara J. Hamann , Michelle L. Reyes , Stephanie Jansson , Joseph E. Cavanaugh

4-to-3 lane conversions, often called road diets, have been implemented throughout the U.S. as a means to reduce crashes. However, the reduction in lanes has led to community wide concerns across the country regarding the possible negative effect on emergency responses. This study investigates the impact of 4-to-3-lane roadway conversions on emergency response in Iowa through surveys and a retrospective analysis of EMS data. The 170 survey responses were analyzed descriptively, and a text analysis was done on two open text survey questions. Generalized linear models were constructed to examine the impact of lane conversions on emergency response times. Over half of EMS respondents believed there was no effect or a positive effect on responses, while 40% believed there was a negative effect. The negative effect was often attributed to driver confusion on how to properly yield to EMS vehicles. Despite the differing perceptions, EMS response rates from before to after the implementation of 4-to-3 lane conversions did not meaningfully differ. Overall, there was a lack of evidence of an effect of 4-to-3 lane conversions on EMS response rates in Cedar Rapids, Iowa. However, survey results showed that public guidance on how to properly respond to the presence of EMS vehicles on these roadways may be needed. This study provides evidence for addressing local concerns about road diets and emergency response to add to other known safety benefits. Results of this analysis may be applicable to other lane conversion sites when appropriately combined with local context relevant to the target area.

4 到 3 车道转换通常被称为道路节食,已在美国各地实施,作为减少碰撞事故的一种手段。然而,车道的减少在全国范围内引起了社区的广泛关注,因为这可能会对应急响应产生负面影响。本研究通过调查和对紧急医疗服务数据的回顾性分析,研究了爱荷华州将 4 车道改为 3 车道对紧急响应的影响。对 170 份调查回复进行了描述性分析,并对两个开放文本调查问题进行了文本分析。建立了广义线性模型来研究车道转换对紧急响应时间的影响。半数以上的急救服务受访者认为对响应时间没有影响或有积极影响,而 40% 的受访者认为有消极影响。负面影响通常归因于驾驶员对如何正确让行急救车感到困惑。尽管存在不同的看法,但 4 到 3 车道转换实施前后的紧急医疗服务响应率并无明显差异。总体而言,在爱荷华州锡达拉皮兹市,没有证据表明 4-3 车道转换对紧急医疗服务响应率产生了影响。不过,调查结果表明,可能需要就如何正确应对这些道路上出现的紧急医疗服务车辆向公众提供指导。这项研究为解决当地人对道路节食和急救响应的担忧提供了证据,同时也增加了其他已知的安全益处。如果适当结合目标区域的当地情况,本分析的结果可能适用于其他车道转换地点。
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引用次数: 0
Motor vehicle traffic fatalities by race and ethnicity (2010 – 2021) 按种族和民族分列的机动车交通事故死亡人数(2010-2021 年)
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-07-01 DOI: 10.1016/j.trip.2024.101163
Jacqueline Chavez Orellana, Christina Witcher, Miguel A. Perez

Motor vehicle traffic fatalities (MVTFs) are a public health issue that substantially affects the growing Black or African American, Indigenous, and People of Color (BIPOC) population. To further understand the racial discrepancies that exist in MVTFs, data from the Fatality Analysis Reporting System (FARS) and U.S. Census were utilized to explore factors such as rurality, urbanicity, restraint use, and alcohol-impairment. Calculations considered yearly driver and occupant fatality rates per 100,000 population for each race and ethnicity from 2010 through 2021. A Poisson regression model was used to quantify the relationship between the MVTF rates and the factors of interest. Results demonstrated that the American Indian or Alaska Native population was statistically the most overrepresented group in fatality rates across all factors explored. Additionally, the American Indian or Alaska Native population and Black or African American populations were the only groups to have statistically significant increases in fatality rates in recent years when accounting for factors such as unrestrained vehicle driver/occupants and alcohol-impaired fatality rate. In contrast, the Native Hawaiian or Pacific Islander population has consistently experienced one of the largest statistically significant reductions in driver and occupant fatality rates over time. Further analysis is necessary to develop and implement countermeasures that may reduce the increasing fatality rates of the most vulnerable populations while continuing to decrease rates for others as well. Despite limitations of FARS and population data, these results provide a pathway to reducing MVTFs and associated racial inequities that exist in the nation, particularly as the BIPOC population continues to grow.

机动车交通死亡事故(MVTFs)是一个公共卫生问题,严重影响着日益增长的黑人或非裔美国人、土著人和有色人种(BIPOC)人口。为了进一步了解机动车交通事故死亡事故中存在的种族差异,我们利用死亡事故分析报告系统(FARS)和美国人口普查的数据,探讨了乡村、城市、约束装置使用和酒精损伤等因素。计算考虑了从 2010 年到 2021 年每个种族和族裔每年每 10 万人中驾驶员和乘员的死亡率。使用泊松回归模型来量化机动车交通事故死亡率与相关因素之间的关系。结果表明,从统计学角度看,在所有探讨的因素中,美国印第安人或阿拉斯加原住民是死亡率最高的群体。此外,美国印第安人或阿拉斯加原住民以及黑人或非裔美国人是近年来在统计上死亡率显著上升的唯一群体,如果考虑到车辆驾驶人/乘员不受限制和酒精受损死亡率等因素。相比之下,夏威夷原住民或太平洋岛民群体的驾驶员和乘员死亡率随着时间的推移在统计意义上一直是下降幅度最大的群体之一。有必要进行进一步分析,以制定和实施对策,降低最弱势人群不断上升的死亡率,同时继续降低其他人群的死亡率。尽管 FARS 和人口数据存在局限性,但这些结果为减少机动车交通事故致死率和全国存在的相关种族不平等现象提供了一条途径,尤其是在 BIPOC 人口持续增长的情况下。
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引用次数: 0
Feature pyramid biLSTM: Using smartphone sensors for transportation mode detection 特征金字塔 biLSTM:利用智能手机传感器进行交通模式检测
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-07-01 DOI: 10.1016/j.trip.2024.101181
Qinrui Tang , Hao Cheng

The wide utilization of smartphones has provided extensive availability to Inertial Measurement Units, providing a wide range of sensory data that can be advantageous for transportation mode detection. This study proposes a novel end-to-end approach to effectively explore a reduced amount of sensory data collected from a smartphone, aiming to achieve accurate mode detection in common daily traveling activities. Our approach, called Feature Pyramid biLSTM (FPbiLSTM), is characterized by its ability to reduce the number of sensors required and processing demands, resulting in a more efficient modeling process without sacrificing the quality of the outcomes than the other current models. FPbiLSTM extends an existing CNN biLSTM model with the Feature Pyramid Network, leveraging the advantages of both shallow layer richness and deeper layer feature resilience for capturing temporal moving patterns in various transportation modes. It exhibits an excellent performance by employing the data collected from only three out of seven sensors, i.e., accelerometers, gyroscopes, and magnetometers, in the 2018 Sussex-Huawei Locomotion (SHL) challenge dataset, attaining a noteworthy accuracy of 95% and an F1-score of 94% in detecting eight different transportation modes.

智能手机的广泛使用为惯性测量单元提供了广泛的可用性,为交通模式检测提供了大量有利的感测数据。本研究提出了一种新颖的端到端方法,以有效探索从智能手机收集到的少量感测数据,从而在常见的日常出行活动中实现精确的模式检测。我们的方法被称为特征金字塔 biLSTM(FPbiLSTM),其特点是能够减少所需的传感器数量和处理需求,从而在不牺牲结果质量的前提下,实现比其他现有模型更高效的建模过程。FPbiLSTM 利用特征金字塔网络扩展了现有的 CNN biLSTM 模型,充分利用了浅层丰富性和深层特征弹性的优势,捕捉各种交通模式中的时间移动模式。在 2018 Sussex-Huawei Locomotion(SHL)挑战赛数据集中,该模型仅使用了七个传感器(即加速度计、陀螺仪和磁力计)中的三个传感器采集的数据,就表现出了卓越的性能,在检测八种不同的交通模式时,准确率达到了 95%,F1 分数达到了 94%。
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引用次数: 0
The dilemmas of transport equity research in non-Western contexts 非西方环境下运输公平研究的困境
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-07-01 DOI: 10.1016/j.trip.2024.101157
Qiyang Liu

This paper critically evaluates the prevailing conceptualisations in transport equity research, emphasising the inadvertent Eurocentrism inherent in many contemporary frameworks. By distinguishing between social equality and social equity, the paper underscores the need for differentiated treatments in varied contexts to truly achieve fairness.

Central to this discourse is the assertion that the prevailing Eurocentric models may misrepresent or oversimplify non-Western contexts, particularly in regions with complex societal structures and cultural nuances, such as China. Drawing from China’s experiences, the paper illustrates the potential pitfalls of uncritically adopting Western transport equity theories, revealing how they can lead to significant misunderstandings. These inaccuracies are often perpetuated by a reliance on reductionist methodologies that do not account for the serpentine regional challenges and cultural dynamics unique to non-Western nations. Therefore, I advocate for an evolved, contextually apt approach to transport equity research that is sensitive to cultural and regional intricacies, ensuring a more comprehensive and accurate understanding of transport equity dynamics in global contexts.

本文批判性地评估了交通公平研究中的主流概念,强调了许多当代框架中固有的欧洲中心主义。通过对社会平等和社会公平的区分,本文强调了在不同背景下区别对待的必要性,以真正实现公平。这一论述的核心是,流行的欧洲中心主义模式可能会误导或过度简化非西方背景,特别是在中国等社会结构复杂、文化存在细微差别的地区。本文从中国的经验出发,说明了不加批判地采用西方交通公平理论的潜在隐患,揭示了这些理论如何会导致重大误解。这些误解往往是由于依赖于还原论方法而造成的,这种还原论方法没有考虑到非西方国家所特有的蜿蜒曲折的地区挑战和文化动态。因此,我主张在交通公平研究中采用一种不断发展的、与具体情况相适应的方法,对文化和地区的复杂性保持敏感,确保更全面、更准确地了解全球范围内的交通公平动态。
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引用次数: 0
Investigating the influence of spatial characteristics on cycling volume: A multi-scale geographic weighted regression approach 调查空间特征对自行车骑行量的影响:多尺度地理加权回归法
IF 3.9 Q2 TRANSPORTATION Pub Date : 2024-07-01 DOI: 10.1016/j.trip.2024.101160
Seçkin Çiriş , Mert Akay , Ece Tümer

Cycling has seen a remarkable rise, signifying a paradigmatic move towards sustainable, eco-friendly, and efficient commuting alternatives in the contemporary urban setting. Cities also encourage this trend by establishing cycle lanes, bike-sharing programs, and incentives for frequent riders. To enhance these motivations from an urbanistic perspective, it is essential to comprehend the influence of urban characteristics on cycling volume and to incorporate this understanding into data-driven decision-making processes.

This research examines the Bicification project data from Istanbul with a spatial perspective. Utilising a comprehensive array of spatial big data, the study explores the impact of urban land use, transport services, land morphology, and sociodemographic factors on cycling volume through a Multi-scale Geographically Weighted Regression (MGWR). With an Adj R2 value of 0.68, the model demonstrates a strong relation between cycling volume and several factors, including biking park stations, park and ride points, pier stops, rail stops, transfer points, main roads, elevation, population, industrial facilities, health facilities, sports areas, and residential areas. The findings will serve to develop a data-driven strategic approach to promote cycling in Istanbul.

在当代城市环境中,骑自行车出行已成为一种可持续、环保和高效的通勤方式。城市也通过设立自行车道、共享单车项目以及对经常骑车者的奖励措施来鼓励这一趋势。为了从城市学的角度增强这些动机,必须理解城市特征对自行车骑行量的影响,并将这种理解纳入数据驱动的决策过程。本研究利用一系列全面的空间大数据,通过多尺度地理加权回归(MGWR),探讨了城市土地利用、交通服务、土地形态和社会人口因素对自行车骑行量的影响。该模型的 Adj R2 值为 0.68,表明自行车骑行量与多个因素(包括自行车公园站点、停车点和乘车点、码头站点、铁路站点、换乘点、主干道、海拔高度、人口、工业设施、卫生设施、运动区和住宅区)之间存在密切关系。研究结果将有助于制定以数据为导向的战略方法,在伊斯坦布尔推广自行车运动。
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引用次数: 0
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Transportation Research Interdisciplinary Perspectives
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