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The continuous increase in urban deliveries and the ongoing urbanization of large cities require the development of efficient and sustainable transportation solutions. This study investigates the impact of modular vehicle concepts and the…

Optimization and Control · Mathematics 2023-05-05 Jonas Hatzenbühler , Erik Jenelius , Győző Gidófalvi , Oded Cats

Mobility-on-Demand (MoD) services have been an active research topic in recent years. Many studies focused on developing control algorithms to supply efficient services. To cope with a large search space to solve the underlying vehicle…

Systems and Control · Electrical Eng. & Systems 2023-08-11 Fynn Wolf , Roman Engelhardt , Yunfei Zhang , Florian Dandl , Klaus Bogenberger

Shared Mobility-on-Demand using automated vehicles can reduce energy consumption and cost for future mobility. However, its full potential in energy saving has not been fully explored. An algorithm to minimize fleet fuel consumption while…

Applications · Statistics 2020-10-20 Xianan Huang , Boqi Li , Huei Peng , Joshua A. Auld , Vadim O. Sokolov

The advent of vehicle autonomy, connectivity and electric powertrains is expected to enable the deployment of Autonomous Mobility-on-Demand systems. Crucially, the routing and charging activities of these fleets are impacted by the design…

Systems and Control · Electrical Eng. & Systems 2022-11-23 Fabio Paparella , Karni Chauhan , Theo Hofman , Mauro Salazar

The rapid growth of ride-hailing platforms has created a highly competitive market where businesses struggle to make profits, demanding the need for better operational strategies. However, real-world experiments are risky and expensive for…

Machine Learning · Computer Science 2021-04-07 Haritha Jayasinghe , Tarindu Jayatilaka , Ravin Gunawardena , Uthayasanker Thayasivam

Urban mobility needs alternative sustainable travel modes to keep our pandemic cities in motion. Ride-pooling, where a single vehicle is shared by more than one traveller, is not only appealing for mobility platforms and their travellers,…

Physics and Society · Physics 2021-04-09 Rafał Kucharski , Oded Cats , Julian Sienkiewicz

We present a new practical framework based on deep reinforcement learning and decision-time planning for real-world vehicle repositioning on ride-hailing (a type of mobility-on-demand, MoD) platforms. Our approach learns the spatiotemporal…

Machine Learning · Computer Science 2021-07-13 Yan Jiao , Xiaocheng Tang , Zhiwei Qin , Shuaiji Li , Fan Zhang , Hongtu Zhu , Jieping Ye

Mobility-on-demand systems are transforming the way we think about the transportation of people and goods. Most research effort has been placed on scalability issues for systems with a large number of agents and simple pick-up/drop-off…

Formal Languages and Automata Theory · Computer Science 2022-08-15 Kaier Liang , Cristian-Ioan Vasile

Transportation service providers that dispatch drivers and vehicles to riders start to support both on-demand ride requests posted in real time and rides scheduled in advance, leading to new challenges which, to the best of our knowledge,…

Artificial Intelligence · Computer Science 2019-07-23 Taoan Huang , Bohui Fang , Xiaohui Bei , Fei Fang

The advent of on-demand mobility systems is expected to have a tremendous potential on the wellness of transportation users in cities. Yet such positive effects are reached when the systems under consideration enable seamless integration…

Computers and Society · Computer Science 2020-07-28 Claudio Gambella , Julien Monteil , Anton Dekusar , Sergio Cabrero Barros , Andrea Simonetto , Yassine Lassoued

We examine special lanes used by taxis and other shared-ride services to drop-off patrons at airport and rail terminals. Vehicles are prohibited from overtaking each other within the lane. They must therefore wait in a first-in-first-out…

Applications · Statistics 2019-10-08 Fangyi Yang , Weihua Gu , Michael Cassidy , Xin Li , Tiezhu Li

The rapid expansion of ride-hailing services has significantly reshaped urban on-demand mobility patterns, but it still remains unclear how they perform relative to traditional street-hailing services and how effective are related policy…

Optimization and Control · Mathematics 2025-11-18 Youkai Wu , Zhaoxia Guo , Qi Liu , Stein W. Wallace

A fundamental question in any peer-to-peer ride-sharing system is how to, both effectively and efficiently, meet the request of passengers to balance the supply and demand in real time. On the passenger side, traditional approaches focus on…

Machine Learning · Computer Science 2022-11-08 Yanqiu Wu , Qingyang Li , Zhiwei Qin

In recent years, ridesharing platforms have become a prominent mode of transportation for the residents of urban areas. As a fundamental problem, route recommendation for these platforms is vital for their sustenance. The works done in this…

Data Structures and Algorithms · Computer Science 2024-01-23 Aqsa Ashraf Makhdomi , Iqra Altaf Gillani

In multi-capacity ridesharing, multiple requests (e.g., customers, food items, parcels) with different origin and destination pairs travel in one resource. In recent years, online multi-capacity ridesharing services (i.e., where assignments…

Artificial Intelligence · Computer Science 2020-09-18 Meghna Lowalekar , Pradeep Varakantham , Patrick Jaillet

This study develops an online predictive optimization framework for dynamically operating a transit service in an area of crowd movements. The proposed framework integrates demand prediction and supply optimization to periodically redesign…

Machine Learning · Statistics 2020-02-25 Inon Peled , Kelvin Lee , Yu Jiang , Justin Dauwels , Francisco C. Pereira

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…

Artificial Intelligence · Computer Science 2024-05-28 Daniel Garces , Stephanie Gil

Traffic is a challenge in rural and urban areas alike with negative effects ranging from congestion to air pollution. Ride-sharing poses an appealing alternative to personal cars, combining the traffic-reducing ride bundling of public…

Physics and Society · Physics 2021-02-24 Debsankha Manik , Nora Molkenthin

This study investigates the implementation of semi-on-demand (SoD) hybrid-route services using Shared Autonomous Vehicles (SAVs) on existing transit lines. SoD services combine the cost efficiency of fixed-route buses with the flexibility…

Systems and Control · Electrical Eng. & Systems 2024-12-19 Max T. M. Ng , Roman Engelhardt , Florian Dandl , Vasileios Volakakis , Hani S. Mahmassani , Klaus Bogenberger

Autonomous mobility-on-demand systems are a viable alternative to mitigate many transportation-related externalities in cities, such as rising vehicle volumes in urban areas and transportation-related pollution. However, the success of…

Optimization and Control · Mathematics 2024-02-22 Kai Jungel , Axel Parmentier , Maximilian Schiffer , Thibaut Vidal