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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…

Systems and Control · Computer Science 2014-04-29 Julius Pfrommer , Joseph Warrington , Georg Schildbach , Manfred Morari

Today mobile users are intensively interconnected thanks to the emerging mobile social networks, where they share location-based information with each other when traveling on different routes and visit different areas of the city. In our…

Computer Science and Game Theory · Computer Science 2016-08-12 Yunpeng Li , Costas Courcoubetis , Lingjie Duan

Bike-sharing systems are a rapidly developing mode of transportation and provide an efficient alternative to passive, motorized personal mobility. The asymmetric nature of bike demand causes the need for rebalancing bike stations, which is…

Optimization and Control · Mathematics 2021-08-03 Daniele Gammelli , Yihua Wang , Dennis Prak , Filipe Rodrigues , Stefan Minner , Francisco Camara Pereira

Due to the ever-increasing popularity of ride-hailing services and the indisputable shift towards alternative fuel vehicles, the intersection of the ride-hailing market and smart electric mobility provides an opportunity to trade different…

Systems and Control · Electrical Eng. & Systems 2024-02-26 Marko Maljkovic , Gustav Nilsson , Nikolas Geroliminis

This paper presents a multi-agent reinforcement learning algorithm to represent strategic bidding behavior in freight transport markets. Using this algorithm, we investigate whether feasible market equilibriums arise without any central…

Machine Learning · Computer Science 2021-02-19 Wouter van Heeswijk

With the popularity of the Internet, traditional offline resource allocation has evolved into a new form, called online resource allocation. It features the online arrivals of agents in the system and the real-time decision-making…

Artificial Intelligence · Computer Science 2020-12-17 Yifan Xu , Pan Xu , Jianping Pan , Jun Tao

Motivated by ride-sharing platforms' efforts to reduce their riders' wait times for a vehicle, this paper introduces a novel problem of placing vehicles to fulfill real-time pickup requests in a spatially and temporally changing…

Artificial Intelligence · Computer Science 2017-12-05 Abhinav Jauhri , Carlee Joe-Wong , John Paul Shen

The development of smart cities requires innovative sensing solutions for efficient and low-cost urban environment monitoring. Bike-sharing systems, with their wide coverage, flexible mobility, and dense urban distribution, present a…

Optimization and Control · Mathematics 2024-10-10 Wen Ji , Ke Han , Qi Hao , Qian Ge , Ying Long

How to optimally dispatch orders to vehicles and how to tradeoff between immediate and future returns are fundamental questions for a typical ride-hailing platform. We model ride-hailing as a large-scale parallel ranking problem and study…

Multiagent Systems · Computer Science 2019-09-02 Jiarui Jin , Ming Zhou , Weinan Zhang , Minne Li , Zilong Guo , Zhiwei Qin , Yan Jiao , Xiaocheng Tang , Chenxi Wang , Jun Wang , Guobin Wu , Jieping Ye

Recent advances in communication technologies and automated vehicles have opened doors for alternative mobility systems (taxis, carpool, demand-responsive services, peer-to-peer ridesharing, and car sharing, shared autonomous…

Systems and Control · Electrical Eng. & Systems 2021-03-19 Shadi Djavadian , Bilal Farooq , Seyed Mehdi Meshkani

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,…

Physics and Society · Physics 2023-07-21 Michal Bujak , Rafal Kucharski

The evolution of existing transportation systems,mainly driven by urbanization and increased availability of mobility options, such as private, profit-maximizing ride-hailing companies, calls for tools to reason about their design and…

In two-sided platforms (e.g., video streaming or e-commerce), viewers and providers engage in interactive dynamics: viewers benefit from increases in provider populations, while providers benefit from increases in viewer population. Despite…

Computer Science and Game Theory · Computer Science 2025-05-28 Haruka Kiyohara , Fan Yao , Sarah Dean

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

In a ride-pooling system, travellers experience discomfort associated with a detour and a longer travel time, which is compensated with a sharing discount. Most studies assume travellers receive either a flat discount or, in rare cases, a…

Computer Science and Game Theory · Computer Science 2024-11-07 Michal Bujak , Rafal Kucharski

Digital services like ride sharing rely heavily on personal data as individuals have to disclose personal information in order to gain access to the market and exchange their information with other participants; yet, the service provider…

Computers and Society · Computer Science 2021-10-20 Carsten Hesselmann , Jan Gertheiss , Jörg P. Müller

With the increasing popularity of ride-hailing services, new modes of transportation are having a significant impact on the overall performance of transportation networks. As a result, there is a need to ensure that both the various…

Systems and Control · Electrical Eng. & Systems 2024-03-21 Lynn Fayed , Gustav Nilsson , Nikolas Geroliminis

The advent of shared-economy and smartphones made on-demand transportation services possible, which created additional opportunities, but also more complexity to urban mobility. Companies that offer these services are called Transportation…

Physics and Society · Physics 2020-07-03 Caio Vitor Beojone , Nikolas Geroliminis

Ride-sharing or vehicle-pooling allows commuters to team up spontaneously for transportation cost sharing. This has become a popular trend in the emerging paradigm of sharing economy. One crucial component to support effective ride-sharing…

Computer Science and Game Theory · Computer Science 2022-05-09 Sid Chi-Kin Chau , Shuning Shen , Yue Zhou

A case study of the Singapore road network provides empirical evidence that road pricing can significantly affect commuter trip timing behaviors. In this paper, we propose a model of trip timing decisions that reasonably matches the…

Computer Science and Game Theory · Computer Science 2012-08-23 Tichakorn Wongpiromsarn , Nan Xiao , Keyou You , Kai Sim , Lihua Xie , Emilio Frazzoli , Daniela Rus