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Spatio-temporal trajectory analytics is at the core of smart mobility solutions, which offers unprecedented information for diversified applications such as urban planning, infrastructure development, and vehicular networks. Trajectory…

数据结构与算法 · 计算机科学 2023-03-20 Danlei Hu , Lu Chen , Hanxi Fang , Ziquan Fang , Tianyi Li , Yunjun Gao

With the emerging of the fifth generation (5G) mobile communication systems, millimeter wave transmissions are believed to be a promising solution for vehicular networks, especially in vehicle to vehicle (V2V) communications. In millimeter…

网络与互联网体系结构 · 计算机科学 2017-08-03 Shikuan Li , Zipeng Li , Xiaohu Ge , Jing Zhang , Minho Jo

This is the preprint version of our paper on The 23rd International Conference on Geoinformatics (Geoinformatics2015). City traffic data has several characteristics, such as large scale, diverse predictable and real-time, which falls in the…

其他计算机科学 · 计算机科学 2015-07-30 Xiaoming Li , Zhihan Lv , Weixi Wang , Chen Wu , Jinxing Hu

Road transportation is of critical importance for a nation, having profound effects in the economy, the health and life style of its people. With the growth of cities and populations come bigger demands for mobility and safety, creating new…

机器学习 · 计算机科学 2019-08-28 M. Ricardo Carlos

Numerous researchers have utilized GPS-enabled vehicle data and SafeGraph mobility data to analyze human movements. However, the comparison of their ability to capture human mobility remains unexplored. This study investigates differences…

计算机与社会 · 计算机科学 2024-10-23 Yuqin Jiang , Zhenlong Li , Joon-Seok Kim , Huan Ning , Su Yeon Han

Accurate Travel Time Estimation (TTE) is critical for ride-hailing platforms, where errors directly impact user experience and operational efficiency. While existing production systems excel at holistic route-level dependency modeling, they…

机器学习 · 计算机科学 2026-01-07 Wenzhao Jiang , Jindong Han , Ruiqian Han , Hao Liu

If a bus line becomes unstable, passengers waiting time will be lengthened and buses capacities will be mismatched. To stabilize a high-frequency bus line, many holding strategies have been proposed. Among these strategies, some need to…

系统与控制 · 电气工程与系统科学 2020-06-17 Shengxue He

This paper presents a novel computational approach for evaluating urban metrics through density gradient analysis using multi-modal satellite imagery, with applications including public transport and other urban systems. By combining…

计算机视觉与模式识别 · 计算机科学 2025-04-16 P. Tomkiewicz , J. Jaworski , P. Zielonka , A. Wilinski

The preponderance of connected devices provides unprecedented opportunities for fine-grained monitoring of the public infrastructure. However while classical models expect high quality application-specific data streams, the promise of the…

机器学习 · 计算机科学 2019-03-06 Baoyang Song , Hasan Poonawala , Laura Wynter , Sebastien Blandin

Many cities around the world have introduced dockless micromobility services in recent years and witnessed their rapid growth. Shared dockless e-scooters have the potential to benefit neighborhoods that lack access to station-based…

应用统计 · 统计学 2022-08-22 Lin Su , Xiang Yan , Xilei Zhao

Public transit plays an essential role in mitigating traffic congestion, reducing emissions, and enhancing travel accessibility and equity. One of the critical challenges in designing public transit systems is distributing finite service…

最优化与控制 · 数学 2023-08-03 Jiawei Lu , Connor Riley , Krishna Murthy Gurumurthy , Pascal Van Hentenryck

Vacant taxi drivers' passenger seeking process in a road network generates additional vehicle miles traveled, adding congestion and pollution into the road network and the environment. This paper aims to employ a Markov Decision Process…

机器学习 · 计算机科学 2020-02-04 Zhenyu Shou , Xuan Di , Jieping Ye , Hongtu Zhu , Hua Zhang , Robert Hampshire

Proximity-based cities have attracted much attention in recent years. The 15-minute city, in particular, heralded a new vision for cities where essential services must be easily accessible. Despite its undoubted merit in stimulating…

物理与社会 · 物理学 2026-04-30 Matteo Bruno , Hygor Piaget Monteiro Melo , Bruno Campanelli , Vittorio Loreto

Electric car-sharing systems are pivotal for sustainable urban mobility, but their strategic design is complicated by operational constraints, particularly those arising from the charging needs of electric vehicles. The success of these…

最优化与控制 · 数学 2026-04-14 Jue Zhou , Zoha Sherkat-Masoumi , Merve Bodur

Micro-transit services offer a promising solution to enhance urban mobility and access, particularly by complementing existing public transit. However, effectively designing these services requires determining optimal service zones for…

最优化与控制 · 数学 2025-09-16 Hins Hu , Rhea Goswami , Hongyi Jiang , Samitha Samaranayake

Dynamic pricing is commonly used to regulate congestion in shared service systems. This paper is motivated by the fact that in the presence of users with varying price sensitivity (responsiveness), conventional monotonic pricing can lead to…

系统与控制 · 电气工程与系统科学 2026-03-24 Yingqing Chen , Anni Li , Christos G. Cassandras , Homayoun Hamedmoghadam , Fabian Wirth , Robert Shorten

Ridesharing is recognized as one of the key pathways to sustainable urban mobility. With the emergence of Transportation Network Companies (TNCs) such as Uber and Lyft, the ridesharing market has become increasingly fragmented in many…

物理与社会 · 物理学 2023-03-27 Xiaohan Wang , Zhan Zhao , Hongmou Zhang , Xiaotong Guo , Jinhua Zhao

This paper proposes a generalised framework for density estimation in large networks with measurable spatiotemporal variance in edge weights. We solve the stochastic shortest path problem for a large network by estimating the density of the…

最优化与控制 · 数学 2023-06-29 Raashid Altaf , Pravesh Biyani

Accurate forecasting of bus ridership (passengers numbers) is crucial for efficient management and optimization of public transport systems. Traditional forecasting models often fail to capture the unique and localized dynamics of different…

机器学习 · 计算机科学 2026-05-04 Daniel Azenkot , Michael Fire , Eran Ben Elia