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In rapidly sprawling urban areas and booming intercity express rail networks, efficiently designed feeder bus systems are more essential than ever to transport passengers to and from trunk-line rail terminals. When the feeder service region…

系统与控制 · 电气工程与系统科学 2023-09-27 Li Zhen , Weihua Gu

This study examines the behavioral and environmental implications of shared autonomous micro-mobility systems, focusing on autonomous bicycles and their integration with transit in the U.S. While prior research has addressed operational and…

新兴技术 · 计算机科学 2025-08-06 Naroa Coretti Sanchez , Kent Larson

Bikesharing has gradually become one adopted sustainable transportation mode recent years to bring us many social, environmental, economic, and health-related benefits and rewards. There is increased research toward better understanding of…

物理与社会 · 物理学 2019-01-09 Xiao-Feng Xie , Zunjing Jenipher Wang

Dynamic demand prediction is a key issue in ride-hailing dispatching. Many methods have been developed to improve the demand prediction accuracy of an increase in demand-responsive, ride-hailing transport services. However, the…

机器学习 · 计算机科学 2022-03-22 Kai Liu , Zhiju Chen , Toshiyuki Yamamoto , Liheng Tuo

Bike-sharing is a popular component of sustainable urban mobility. It requires anticipatory planning, e.g. of station locations and inventory, to balance expected demand and capacity. However, external factors such as extreme weather or…

应用统计 · 统计学 2023-02-01 Nicola Rennie , Catherine Cleophas , Adam M. Sykulski , Florian Dost

Demand for bike sharing is impacted by various factors, such as weather conditions, events, and the availability of other transportation modes. This impact remains elusive due to the complex interdependence of these factors or…

人工智能 · 计算机科学 2024-12-05 Romain Rochas , Angelo Furno , Nour-Eddin El Faouzi

Large events such as conferences, concerts and sports games, often cause surges in demand for ride services that are not captured in average demand patterns, posing unique challenges for routing algorithms. We propose a learning framework…

人工智能 · 计算机科学 2024-05-28 Daniel Garces , Stephanie Gil

As ride-hailing services become increasingly popular, being able to accurately predict demand for such services can help operators efficiently allocate drivers to customers, and reduce idle time, improve congestion, and enhance the…

机器学习 · 计算机科学 2022-12-19 Long Chen , Piyushimita , Thakuriah , Konstantinos Ampountolas

We improve reliable, long-horizon, goal-directed navigation in partially-mapped environments by using non-locally available information to predict the goodness of temporally-extended actions that enter unseen space. Making predictions about…

机器人学 · 计算机科学 2024-03-08 Raihan Islam Arnob , Gregory J. Stein

Accurate forecasting of bus ridership (passengers numbers) is crucial for efficient management and optimization of public transport systems. Traditional forecasting models often fail to capture the unique and localized dynamics of different…

机器学习 · 计算机科学 2026-05-04 Daniel Azenkot , Michael Fire , Eran Ben Elia

This paper studies the optimal spatial pricing for a ride-sourcing platform subject to a congestion charge. The platform determines the ride prices over the transportation network to maximize its profit, while the regulatory agency imposes…

最优化与控制 · 数学 2021-07-20 Sen Li , Hai Yang , Kameshwar Poolla , Pravin Varaiya

Shared mobility systems (e.g., shared cars and ride-hailing services) generate persistent spatial imbalances as vehicles concentrate at popular destinations, leaving trip origins depleted of supply. Operators incur substantial costs in…

应用物理 · 物理学 2026-04-07 Wenbo Fan , Zhouyun Chen , Weihua Gu

Comprehensive forecasts of space tourism demand are crucial for businesses to optimize strategies and customer experiences in this burgeoning industry. Traditional methods struggle to capture the complex factors influencing an individual's…

机器学习 · 计算机科学 2025-03-19 Tan-Hanh Pham , Jingchen Bi , Rodrigo Mesa-Arango , Kim-Doang Nguyen

We formalize one aspect of reliability in the context of Mobility-on-Demand (MoD) systems by acknowledging the uncertainty in the pick-up time of these services. This study answers two key questions: i) how the difference between the stated…

综合经济学 · 经济学 2019-04-18 Prateek Bansal , Yang Liu , Ricardo Daziano , Samitha Samaranayake

Existing literature on the relationship between ride-hailing (RH) and transit services is limited to empirical studies that lack real-time spatial contexts. To fill this gap, we took a novel real-time geospatial analysis approach. With…

物理与社会 · 物理学 2020-11-24 Helena Breuer , Jianhe Du , Hesham A. Rakha

The modeling of disaggregated vehicular mobility and its associations with the ambient urban built environment is essential for developing operative transport intervention and urban optimization plans. However, established vehicular route…

应用统计 · 统计学 2024-10-15 Chaogui Kang , Zheren Liu

We propose new probabilistic models for the spatial distribution of supply and demand and use the models to determine how the trip length distribution is affected by the relative shortage or excess of supply, the spatial clustering of…

数据分析、统计与概率 · 物理学 2011-01-20 Daniele Veneziano , Marta C. Gonzalez

Uncovering higher-order spatiotemporal dependencies within human mobility networks offers valuable insights into the analysis of urban structures. In most existing studies, human mobility networks are typically constructed by aggregating…

社会与信息网络 · 计算机科学 2024-05-08 Shuyang Shi , Ding Lyu , Lin Wang , Xiaofan Wang , Guanrong Chen

Transportation services play a crucial part in the development of modern smart cities. In particular, on-demand ridesharing services, which group together passengers with similar itineraries, are already operating in several metropolitan…

多智能体系统 · 计算机科学 2021-05-24 Chaya Levinger , Amos Azaria , Noam Hazon

With the rapid development of mobile-internet technologies, on-demand ride-sourcing services have become increasingly popular and largely reshaped the way people travel. Demand prediction is one of the most fundamental components in…

信号处理 · 电气工程与系统科学 2022-04-27 Jintao Ke , Xiaoran Qin , Hai Yang , Zhengfei Zheng , Zheng Zhu , Jieping Ye