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相关论文: Large-scale Online Ridesharing: The Effect of Assi…

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In autonomous Mobility on Demand (MOD) systems, customers request rides from a fleet of shared vehicles that can be automatically positioned in response to customer demand. Recent approaches to MOD systems have focused on environments where…

机器人学 · 计算机科学 2017-07-25 Justin Miller , Jonathan P. How

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…

数据结构与算法 · 计算机科学 2021-06-21 Valentin Buchhold , Peter Sanders , Dorothea Wagner

As an emerging travel mode, the modular vehicle system (MVS) is receiving increasing attention. In particular, the operators could connect multiple modular vehicles as an assembled bus in response to the temporary demand varies. Therefore,…

最优化与控制 · 数学 2023-05-15 Jianbiao Wang , Tomio Miwa , Takayuki Morikawa

Ridesharing has experienced significant global growth over the past decade and is becoming an integral component of modern transportation systems. However, despite their benefits, ridesharing platforms face fundamental inefficiencies that…

系统与控制 · 电气工程与系统科学 2025-09-09 Ali Zeynali , Mahsa Sahebdel , Noman Bashir , Ramesh K. Sitaraman , Mohammad Hajiesmaili

Shared mobility on demand (MoD) services are receiving increased attention as many high volume ride-hailing companies are offering shared services (e.g. UberPool, LyftLine) at an increasing rate. Also, the advent of autonomous vehicles…

系统与控制 · 电气工程与系统科学 2022-12-01 Kerem Tuncel , Haris N. Koutsopoulos , Zhenliang Ma

In this paper, we study a challenging problem of how to pool multiple ride-share trip requests in real time under an uncertain environment. The goals are better performance metrics of efficiency and acceptable satisfaction of riders. To…

人工智能 · 计算机科学 2019-06-11 Jiyao Li , Vicki H. Allan

Mobility-on-Demand (MoD) systems require load balancing to maintain consistent service across regions with uneven demand subject to time-varying traffic conditions. The load-balancing objective is to jointly minimize the fraction of lost…

最优化与控制 · 数学 2019-08-22 Rebecca Swaszek , Christos Cassandras

Mobility-on-Demand (MoD) services, such as taxi-like services, are promising applications. Rebalancing the vehicle locations against customer requests is a key challenge in the services because imbalance between the two worsens service…

最优化与控制 · 数学 2019-06-28 Tomoki Nishi , Satoshi Koide , Keisuke Otaki , Ayano Okoso

This study proposes an innovative model-based modular approach (MMA) to dynamically optimize order matching and vehicle relocation in a ride-hailing platform. MMA utilizes a two-layer and modular modeling structure. The upper layer…

机器学习 · 计算机科学 2023-10-16 Chang Gao , Xi Lin , Fang He , Xindi Tang

The potential of integrating public transit with ridesharing includes shorter travel time for commuters and higher occupancy rate of personal vehicles and public transit ridership. In this paper, we describe a centralized transit system…

数据结构与算法 · 计算机科学 2023-08-21 Qian-Ping Gu , Jiajian Leo Liang

Automated vehicles (AVs) are expected to be beneficial for Mobility-on-Demand (MoD), thanks to their ability of being globally coordinated. To facilitate the steady transition towards full autonomy, we consider the transition period of AV…

系统与控制 · 电气工程与系统科学 2020-08-20 Kaidi Yang , Matthew W. Tsao , Xin Xu , Marco Pavone

An algorithm to cluster mobility-on-demand trips considering road network structure is developed in this paper. The benefits of our network partition algorithm are demonstrated in numerical simulations, showing that we can use fewer…

最优化与控制 · 数学 2018-12-18 Xianan Huang , Huei Peng

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…

人工智能 · 计算机科学 2017-12-05 Abhinav Jauhri , Carlee Joe-Wong , John Paul Shen

On-Demand Ride-Pooling services have the potential to increase traffic efficiency compared to private vehicle trips by decreasing parking space needed and increasing vehicle occupancy due to higher vehicle utilization and shared trips,…

系统与控制 · 电气工程与系统科学 2023-08-11 Roman Engelhardt , Hani S. Mahmassani , Klaus Bogenberger

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…

机器学习 · 计算机科学 2021-07-13 Yan Jiao , Xiaocheng Tang , Zhiwei Qin , Shuaiji Li , Fan Zhang , Hongtu Zhu , Jieping Ye

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

In autonomous mobility-on-demand systems, effectively managing vehicle flows to mitigate induced congestion and ensure efficient operations is imperative for system performance and positive customer experience. Against this background, we…

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

On-demand peer-to-peer ride-sharing services provide flexible mobility options, and are expected to alleviate congestion by sharing empty car seats. An efficient matching algorithm is essential to the success of a ride-sharing system. The…

数据结构与算法 · 计算机科学 2021-05-28 Rui Yao , Shlomo Bekhor

Mobility on Demand (MoD) refers to mobility systems that operate on the basis of immediate travel demand. Typically, such a system consists of a fleet of vehicles that can be booked by customers when needed. The operation of these services…

多智能体系统 · 计算机科学 2025-01-08 Tarek Chouaki , Sebastian Hörl , Jakob Puchinger

Shared autonomous vehicles (SAVs) bring competition to traditional transit services but redesigning multimodal transit network can utilize SAVs as feeders to enhance service efficiency and coverage. This paper presents an optimization…

系统与控制 · 电气工程与系统科学 2026-02-18 Max T. M. Ng , Hani S. Mahmassani , Draco Tong , Omer Verbas , Taner Cokyasar