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Both ride-hailing services and electric vehicles are becoming increasingly popular and it is likely that charging management of the ride-hailing vehicles will be a significant part of the ride-hailing company's operation in the near future.…

Systems and Control · Electrical Eng. & Systems 2022-03-18 Marko Maljkovic , Gustav Nilsson , Nikolas Geroliminis

Despite the significant advances in vehicle automation and electrification, the next-decade aspirations for massive deployments of autonomous electric mobility on demand (AEMoD) services are still threatened by two major bottlenecks, namely…

Systems and Control · Computer Science 2017-05-23 Syrine Belakaria , Mustafa Ammous , Sameh Sorour , Ahmed Abdel-Rahim

Ride-pooling, to gain momentum, needs to be attractive for all the parties involved. This includes also drivers, who are naturally reluctant to serve pooled rides. This can be controlled by the platform's pricing strategy, which can…

Multiagent Systems · Computer Science 2024-03-21 Usman Akhtar , Farnoud Ghasemi , Rafal Kucharski

Rapid urbanization has led to a surge of customizable mobility demand in urban areas, which makes on-demand services increasingly popular. On-demand services are flexible while reducing the need for private cars, thus mitigating congestion…

Optimization and Control · Mathematics 2025-09-03 Xinling Li , Daniele Gammelli , Alex Wallar , Jinhua Zhao , Gioele Zardini

We study the problem of servicing a set of ride requests by dispatching a set of shared vehicles, which is faced by ridesharing companies such as Uber and Lyft. Solving this problem at a large scale might be crucial in the future for…

Data Structures and Algorithms · Computer Science 2021-06-21 Valentin Buchhold , Peter Sanders , Dorothea Wagner

Ride-pooling (or ride-sharing) services combine trips of multiple customers along similar routes into a single vehicle. The collective dynamics of the fleet of ride-pooling vehicles fundamentally underlies the efficiency of these services.…

Physics and Society · Physics 2022-08-09 Robin M. Zech , Nora Molkenthin , Marc Timme , Malte Schröder

Improving accessibility is one of the major issues in rural and suburban transportation. With the recent technological improvement of automated vehicles, it is expected that automated demand responsive transit and automated demand…

Physics and Society · Physics 2019-04-17 Young-Jae Lee , Amirreza Nickkar , Mana Meskar

Shared Autonomous Vehicles (SAVs) enable transit agencies to design more agile and responsive services at lower operating costs. This study designs and evaluates a semi-on-demand hybrid route directional service in the public transit…

Systems and Control · Electrical Eng. & Systems 2026-02-24 Max T. M. Ng , Florian Dandl , Hani S. Mahmassani , Klaus Bogenberger

With the proliferation of ride-hailing services, curb space in urban areas has become highly congested due to the massive passenger pick-ups and drop-offs. Particularly during peak hours, the massive ride-hailing vehicles waiting to drop…

Optimization and Control · Mathematics 2025-06-17 Yao Deng , Zhi-Chun Li , Sean Qian , Wei Ma

Ride-hailing platforms have a profound impact on urban transportation systems, and their performance largely depends on how intelligently they dispatch vehicles in real time. In this work, we develop a new approach to online vehicle…

Systems and Control · Electrical Eng. & Systems 2025-12-23 Ruiting Wang , Jiaman Wu , Fabio Paparella , Scott J. Moura , Marta C. Gonzalez

The goal of this paper is to present an end-to-end, data-driven framework to control Autonomous Mobility-on-Demand systems (AMoD, i.e. fleets of self-driving vehicles). We first model the AMoD system using a time-expanded network, and…

Robotics · Computer Science 2017-09-22 Ramon Iglesias , Federico Rossi , Kevin Wang , David Hallac , Jure Leskovec , Marco Pavone

The future of mobility-as-a-Service (Maas)should embrace an integrated system of ride-hailing, street-hailing and ride-sharing with optimised intelligent vehicle routing in response to a real-time, stochastic demand pattern. We aim to…

Machine Learning · Computer Science 2020-10-23 Shen Ren , Qianxiao Li , Liye Zhang , Zheng Qin , Bo Yang

Autonomous vehicles have the potential to increase the capacity of roads via platooning, even when human drivers and autonomous vehicles share roads. However, when users of a road network choose their routes selfishly, the resulting traffic…

Optimization and Control · Mathematics 2020-06-05 Erdem Bıyık , Daniel A. Lazar , Dorsa Sadigh , Ramtin Pedarsani

The growth of autonomous vehicles, ridesharing systems, and self driving technology will bring a shift in the way ride hailing platforms plan out their services. However, these advances in technology coupled with road congestion,…

Machine Learning · Computer Science 2019-10-31 Ashutosh Singh , Abubakr Alabbasi , Vaneet Aggarwal

Ride-hailing platforms generally provide various service options to customers, such as solo ride services, shared ride services, etc. It is generally expected that demands for different service modes are correlated, and the prediction of…

Machine Learning · Computer Science 2022-04-27 Jintao Ke , Siyuan Feng , Zheng Zhu , Hai Yang , Jieping Ye

Origin-destination (OD) demand matrices are crucial for transit agencies to design and operate transit systems. This paper presents a novel temporal Bayesian model designed to estimate transit OD matrices at the individual bus-journey level…

Applications · Statistics 2024-11-28 Xiaoxu Chen , Zhanhong Cheng , Lijun Sun

To reduce passenger waiting time and driver search friction, ride-hailing companies need to accurately forecast spatio-temporal demand and supply-demand gap. However, due to spatio-temporal dependencies pertaining to demand and…

Machine Learning · Computer Science 2021-12-01 M. H. Rahman , S. M. Rifaat

Fixed pickup and delivery times can strongly limit the performance of freight transportation. Against this backdrop, fleet operators can use compensation mechanisms such as monetary incentives to buy delay time from their customers, in…

Systems and Control · Electrical Eng. & Systems 2022-03-28 Canqi Yao , Shibo Chen , Mauro Salazar , Zaiyue Yang

Patient transportation systems are instrumental in lowering access barriers in primary care by taking patients to their GPs. As part of this setting, each transportation request of a chronic or walk-in patient consists of an outbound trip…

Optimization and Control · Mathematics 2021-06-01 Christina Büsing , Martin Comis , Felix Rauh

The market share of mobility on-demand (MoD) services strongly increased in recent years and is expected to rise even higher once vehicle automation is fully available. These services might reduce space consumption in cities as fewer…

Multiagent Systems · Computer Science 2022-07-29 Roman Engelhardt , Florian Dandl , Arslan-Ali Syed , Yunfei Zhang , Fabian Fehn , Fynn Wolf , Klaus Bogenberger
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