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Accurately forecasting ridesourcing demand is important for effective transportation planning and policy-making. With the rise of Artificial Intelligence (AI), researchers have started to utilize machine learning models to forecast travel…

机器学习 · 计算机科学 2021-09-09 Xiaojian Zhang , Xilei Zhao

In the governance of the shared mobility market of a city or of a metropolitan area, there are two conflicting principles: 1) the healthy competition between multiple platforms, such as between Uber and Lyft in the United States, and 2)…

最优化与控制 · 数学 2024-10-29 Xiaotong Guo , Ao Qu , Hongmou Zhang , Peyman Noursalehi , Jinhua Zhao

The culture of sharing instead of ownership is sharply increasing in individuals behaviors. Particularly in transportation, concepts of sharing a ride in either carpooling or ridesharing have been recently adopted. An efficient optimization…

社会与信息网络 · 计算机科学 2018-01-25 Pooyan Ehsani , Jia Yuan Yu

This paper focuses on modeling ride requests and their variations over location and time, based on analyzing extensive real-world data from a ride-sharing service. We introduce a graph model that captures the spatial and temporal…

Ride-sourcing drivers as individual service suppliers can freely adopt their own relocation strategies including waiting, cruising freely, or following the platform recommendations. These decisions substantially impact the balance between…

物理与社会 · 物理学 2022-08-05 Peyman Ashkrof , Gonçalo Homem de Almeida Correia , Oded Cats , Bart van Arem

Dynamic network-level models directly addressing ride-sourcing services can support the development of efficient strategies for both congestion alleviation and promotion of more sustainable mobility. Recent developments presented models…

物理与社会 · 物理学 2023-01-25 Caio Vitor Beojone , Nikolas Geroliminis

Ridesplitting, which is a form of pooled ridesourcing service, has great potential to alleviate the negative impacts of ridesourcing on the environment. However, most existing studies only explored its theoretical environmental benefits…

机器学习 · 计算机科学 2022-07-20 Wenxiang Li , Yuanyuan Li , Ziyuan Pu , Long Cheng , Lei Wang , Linchuan Yang

Sharing rides could drastically improve the efficiency of car and taxi transportation. Unleashing such potential, however, requires understanding how urban parameters affect the fraction of individual trips that can be shared, a quantity…

物理与社会 · 物理学 2016-11-01 Remi Tachet , Oleguer Sagarra , Paolo Santi , Giovanni Resta , Michael Szell , Steven Strogatz , Carlo Ratti

The micromobility is shaping first- and last-mile travels in urban areas. Recently, shared dockless electric scooters (e-scooters) have emerged as a daily alternative to driving for short-distance commuters in large cities due to the…

社会与信息网络 · 计算机科学 2022-01-07 Yunhe Feng , Dong Zhong , Peng Sun , Weijian Zheng , Qinglei Cao , Xi Luo , Zheng Lu

Parking pressure has been steadily increasing in cities as well as in university and corporate campuses. To relieve this pressure, this paper studies a car-pooling platform that would match riders and drivers, while guaranteeing a ride back…

最优化与控制 · 数学 2019-09-17 Mohd Hafiz Hasan , Pascal Van Hentenryck , Antoine Legrain

In this paper, we study a challenging problem of how to pool multiple ride-share trip requests in real time under an uncertain environment. The goals are better performance metrics of efficiency and acceptable satisfaction of riders. To…

人工智能 · 计算机科学 2019-06-11 Jiyao Li , Vicki H. Allan

Car-hailing services have become a prominent data source for urban traffic studies. Extracting useful information from car-hailing trace data is essential for effective traffic management, while discrepancies between car-hailing vehicles…

应用统计 · 统计学 2024-12-24 Jiannan Mao , Lan Liu , Hao Huang , Weike Lu , Kaiyu Yang , Tianli Tang , Haotian Shi

There is a fierce competition between two-sided mobility platforms (e.g., Uber and Lyft) fueled by massive subsidies, yet the underlying dynamics and interactions between the competing plat-forms are largely unknown. These platforms rely on…

多智能体系统 · 计算机科学 2023-10-10 Farnoud Ghasemi , Arkadiusz Drabicki , Rafał Kucharski

Ride-pooling remains a promising emerging mode with a potential to contribute towards urban sustainability and emission reductions. Recent studies revealed complexity and diversity among travellers' ride-pooling aptitudes. So far,…

物理与社会 · 物理学 2023-07-21 Michal Bujak , Rafal Kucharski

Ride-hailing platforms (e.g., Uber, Lyft) have transformed urban mobility by enabling ride-sharing, which holds considerable promise for reducing both travel costs and total vehicle miles traveled (VMT). However, the fragmentation of these…

综合经济学 · 经济学 2025-08-27 Xin Dong , Jose Ventura , Vikash V. Gayah

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 presents an interactive bathtub model for describing the traffic dynamics of ride-sourcing vehicles including non-shared taxis and ride-pooling cars. A city with a network of undifferentiated streets and solely served by…

最优化与控制 · 数学 2020-07-20 Wenbo Fan

Ridesourcing platforms like Uber and Didi are getting more and more popular around the world. However, unauthorized ridesourcing activities taking advantages of the sharing economy can greatly impair the healthy development of this emerging…

机器学习 · 计算机科学 2017-05-24 Leye Wang , Xu Geng , Jintao Ke , Chen Peng , Xiaojuan Ma , Daqing Zhang , Qiang Yang

The paper presents a general analytic framework to model transit systems that provide door-to-door service. The model includes as special cases non-shared taxi and demand responsive transportation (DRT). In the latter we include both,…

最优化与控制 · 数学 2018-08-24 Carlos F. Daganzo , Yanfeng Ouyang

Mobility-On-Demand (MoD) services have been transforming the urban mobility ecosystem. However, they raise a lot of concerns for their impact on congestion, Vehicle Miles Travelled (VMT), and competition with transit. There are also…

系统与控制 · 电气工程与系统科学 2020-11-03 Zhenliang Ma , Haris N. Koutsopoulos