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This paper considers a combination of intelligent repositioning decisions and dynamic pricing for the improved operation of shared mobility systems. The approach is applied to London's Barclays Cycle Hire scheme, which the authors have…

系统与控制 · 计算机科学 2014-04-29 Julius Pfrommer , Joseph Warrington , Georg Schildbach , Manfred Morari

The technology-enabled ride-pooling (RP) is designed as an on-demand feeder service to connect remote areas to transit terminals (or activity centers). We propose the so-called ``hold-dispatch'' operation strategy, which imposes a target…

物理与社会 · 物理学 2024-05-22 Wenbo Fan , Weihua Gu , Meng Xu

We consider a profit maximization problem in an urban mobility on-demand service, of which the operator owns a fleet, provides both exclusive and shared trip services, and dynamically determines prices of offers. With knowledge of the…

最优化与控制 · 数学 2018-02-13 Han Qiu , Ruimin Li , Jinhua Zhao

Ride sharing has important implications in terms of environmental, social and individual goals by reducing carbon footprints, fostering social interactions and economizing commuter costs. The ride sharing systems that are commonly available…

计算机与社会 · 计算机科学 2016-07-07 Shaona Ghosh , Kevin Page , David De Roure

Spurred by the growth of transportation network companies and increasing data capabilities, vehicle routing and ride-matching algorithms can improve the efficiency of private transportation services. However, existing routing solutions do…

系统与控制 · 计算机科学 2018-10-25 Ian Schneider , Jun Jie Joseph Kuan , Mardavij Roozbehani , Munther Dahleh

Travellers sharing rides in ride-pooling systems form various kinds of networks. While the notions of the so-called shareability graphs, has been in the core of many ride-pooling algorithms, so far they have not been explicitly analysed.…

物理与社会 · 物理学 2022-06-27 Michal Bujak , Rafał Kucharski

In this paper we study the dynamics of a class of bi-agent logistics systems consisting of two types of agents interacting on an arbitrary complex network. By approximating the system with simple microscopic models and solving them…

适应与自组织系统 · 物理学 2020-10-23 Bo Yang , Qianxiao Li

In this study, a real-time dispatching algorithm based on reinforcement learning is proposed and for the first time, is deployed in large scale. Current dispatching methods in ridehailing platforms are dominantly based on myopic or…

机器学习 · 计算机科学 2022-02-11 Soheil Sadeghi Eshkevari , Xiaocheng Tang , Zhiwei Qin , Jinhan Mei , Cheng Zhang , Qianying Meng , Jia Xu

Rebalancing is a critical service bottleneck for many transportation services, such as Citi Bike. Citi Bike relies on manual orchestrations of rebalancing bikes between dispatchers and field agents. Motivated by such problem and the lack of…

人工智能 · 计算机科学 2018-10-10 Ian Xiao

Order dispatch systems play a vital role in ride-hailing services, which directly influence operator revenue, driver profit, and passenger experience. Most existing work focuses on improving system efficiency in terms of operator revenue,…

机器学习 · 计算机科学 2025-08-08 Lin Jiang , Yu Yang , Guang Wang

Ridesharing services have revolutionized personal mobility, offering convenient on-demand transportation anytime. While early proponents of ridesharing suggested that these services would reduce the overall carbon emissions of the…

系统与控制 · 电气工程与系统科学 2024-09-21 Mahsa Sahebdel , Ali Zeynali , Noman Bashir , Prashant Shenoy , Mohammad Hajiesmaili

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

In the growing field of Shared Micromobility Systems, which holds great potential for shaping urban transportation, fairness-oriented approaches remain largely unexplored. This work addresses such a gap by investigating the balance between…

系统与控制 · 电气工程与系统科学 2025-07-08 Matteo Cederle , Marco Fabris , Gian Antonio Susto

Autonomous mobility-on-demand (AMoD) systems, centrally coordinated fleets of self-driving vehicles, offer a promising alternative to traditional ride-hailing by improving traffic flow and reducing operating costs. Centralized control in…

最优化与控制 · 数学 2025-06-25 Antonio Coppola , Gerhard Hiermann , Dario Paccagnan , Michel Gendreau , Maximilian Schiffer

This paper investigates the spatial pricing and fleet management strategies for an integrated platform that provides both ride-sourcing services and intracity parcel delivery services over a transportation network utilizing the idle time of…

系统与控制 · 电气工程与系统科学 2023-09-26 Yang Liu , Sen Li

On-demand ridepooling systems offer flexible services pooling multiple passengers into one vehicle, complementing traditional bus services. We propose a transportation system combining the spatial aspects of a fixed sequence of bus stops…

最优化与控制 · 数学 2025-09-25 Kendra Reiter , Marie Schmidt , Michael Stiglmayr

Bike-sharing systems (BSS) provide a sustainable urban mobility solution, but ensuring their reliability requires effective rebalancing strategies to address stochastic demand and prevent station imbalances. This paper proposes…

机器学习 · 计算机科学 2025-11-27 Jiaqi Liang , Defeng Liu , Sanjay Dominik Jena , Andrea Lodi , Thibaut Vidal

In our urban life, Illegal Driver Substitution (IDS) activity for a taxi is a grave unlawful activity in the taxi industry, possibly causing severe traffic accidents and painful social repercussions. Currently, the IDS activity is manually…

计算机与社会 · 计算机科学 2024-04-19 Junbiao Pang , Muhammad Ayub Sabir , Zhuyun Wang , Anjing Hu , Xue Yang , Haitao Yu , Qingming Huang

In the context of smart city transportation, efficient matching of taxi supply with passenger demand requires real-time integration of urban traffic network data and mobility patterns. Conventional taxi hotspot prediction models often rely…

机器学习 · 计算机科学 2026-01-05 Sonia Khetarpaul , P Y Sharan

Efficient timing in ride-matching is crucial for improving the performance of ride-hailing and ride-pooling services, as it determines the number of drivers and passengers considered in each matching process. Traditional batched matching…

机器学习 · 计算机科学 2025-03-18 Yiman Bao , Jie Gao , Jinke He , Frans A. Oliehoek , Oded Cats