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Introducing meeting points to ride-pooling (RP) services has been shown to increase the satisfaction level of both riders and service providers. Passengers may choose to walk to a meeting point for a cost reduction. Drivers may also get…

系统与控制 · 电气工程与系统科学 2021-05-04 Motahare Mounesan , Vindula Jayawardana , Yaocheng Wu , Samitha Samaranayake , Huy T. Vo

Autonomous driving is a key technology towards a brighter, more sustainable future. To enable such a future, it is necessary to utilize autonomous vehicles in shared mobility models. However, to evaluate, whether two or more route requests…

机器人学 · 计算机科学 2023-01-04 Daniel Bogdoll , Jonas Rauch , J. Marius Zöllner

Ride-hailing is a sustainable transportation paradigm where riders access door-to-door traveling services through a mobile phone application, which has attracted a colossal amount of usage. There are two major planning tasks in a…

机器学习 · 计算机科学 2023-03-28 Dacheng Wen , Yupeng Li , Francis C. M. Lau

Ride-hailing services have expanded the role of shared mobility in passenger transportation systems, creating new markets and creative planning solutions for major urban centers. In this paper, we consider their use for the first-mile or…

最优化与控制 · 数学 2022-03-29 Arvind U Raghunathan , David Bergman , John Hooker , Thiago Serra , Shingo Kobori

Mobility-on-demand (MoD) ridesharing is a promising way to improve the occupancy rate of personal vehicles and reduce traffic congestion and emissions. Maximizing the number of passengers served and maximizing a profit target are major…

数据结构与算法 · 计算机科学 2023-10-10 Qian-Ping Gu , Jiajian Leo Liang

Submodular optimization is a special class of combinatorial optimization arising in several machine learning problems, but also in cooperative control of complex systems. In this paper, we consider agents in an asynchronous, unreliable and…

系统与控制 · 计算机科学 2018-12-17 Andrea Testa , Ivano Notarnicola , Giuseppe Notarstefano

A key barrier to using reinforcement learning (RL) in many real-world applications is the requirement of a large number of system interactions to learn a good control policy. Off-policy and Offline RL methods have been proposed to reduce…

机器学习 · 计算机科学 2022-12-02 Wenqi Cui , Linbin Huang , Weiwei Yang , Baosen Zhang

We study real-time routing policies in smart transit systems, where the platform has a combination of cars and high-capacity vehicles (e.g., buses or shuttles) and seeks to serve a set of incoming trip requests. The platform can use its…

最优化与控制 · 数学 2021-03-22 Siddhartha Banerjee , Chamsi Hssaine , Noémie Périvier , Samitha Samaranayake

Ridesharing has been emerging as a new type of mobility. However, the early promises of ridesharing for alleviating congestion in cities may be undermined by a number of challenges, including the growing number of proposed services and the…

计算机与社会 · 计算机科学 2020-01-09 Venktesh Pandey , Julien Monteil , Claudio Gambella , Andrea Simonetto

On-demand ride-sharing is rapidly growing.Matching trip requests to vehicles efficiently is critical for the service quality of ride-sharing. To match trip requests with vehicles, a prune-and-select scheme is commonly used. The pruning…

数据库 · 计算机科学 2019-10-22 Yixin Xu , Jianzhong Qi , Renata Borovica-Gajic , Lars Kulik

People's transportation choices reflect complex trade-offs shaped by personal preferences, social norms, and technology acceptance. Predicting such behavior at scale is a critical challenge with major implications for urban planning and…

人机交互 · 计算机科学 2026-01-28 Simon Lämmer , Mark Colley , Patrick Ebel

Mobility service route design requires demand information to operate in a service region. Transit planners and operators can access various data sources including household travel survey data and mobile device location logs. However, when…

人工智能 · 计算机科学 2024-09-04 Gyugeun Yoon , Joseph Y. J. Chow

This paper studies the benefits of autonomous vehicles in ride-sharing platforms dedicated to serving commuting needs. It considers the Commute Trip Sharing Problem with Autonomous Vehicles (CTSPAV), the optimization problem faced by a…

最优化与控制 · 数学 2021-01-05 Mohd. Hafiz Hasan , Pascal Van Hentenryck

Vehicle-sharing systems are becoming important for urban transportation. In these systems, users arrive at a station, pick up a vehicle, use it for a while and then return it to another station of their choice. Depending on the type of…

概率论 · 数学 2015-04-16 Cédric Bourdais , Christine Fricker

This paper presents a queueing network approach to the analysis and control of mobility-on-demand (MoD) systems for urban personal transportation. A MoD system consists of a fleet of vehicles providing one-way car sharing service and a team…

性能 · 计算机科学 2014-09-30 Rick Zhang , Marco Pavone

Urban mobility systems face persistent challenges of congestion, underutilized vehicles, and rising emissions driven by private point-to-point commuting. Although ride-sharing platforms exist, their profit-driven incentive structures often…

多智能体系统 · 计算机科学 2026-03-30 Divyanshu Singh , Ashman Mehra , Kavya Makwana , Snehanshu Saha , Santonu Sarkar

Drivers in ridesharing platforms exhibit cognitive atrophy and fatigue as they accept ride offers along the day, which can have a significant impact on the overall efficiency of the ridesharing platform. In contrast to the current…

机器学习 · 计算机科学 2024-04-17 Sree Pooja Akula , Mukund Telukunta , Venkata Sriram Siddhardh Nadendla

The emergence of 5G technologies opens opportunities to support mission-critical activities with high-speed Internet coverage. This paper defines a joint job-emitting vehicle routing problem with time windows to coordinate the operations of…

最优化与控制 · 数学 2023-12-14 Adam Deng , Alexandre Jacquillat

Within a decade, almost every major auto company, along with fleet operators such as Uber, have announced plans to put autonomous vehicles on the road. At the same time, electric vehicles are quickly emerging as a next-generation technology…

人工智能 · 计算机科学 2018-12-13 Lina Al-Kanj , Juliana Nascimento , Warren B. Powell

Optimizing car sharing systems under demand uncertainty is an emerging problem for ensuring profitable and sustainable operations of these services while taking into account quality of service concerns. With the increasing adoption of…

最优化与控制 · 数学 2023-07-18 Sinan Emre Kosunda , Beste Basciftci , Esra Koca
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