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Contextual features are important data sources for building citywide crowd mobility prediction models. However, the difficulty of applying context lies in the unknown generalizability of contextual features (e.g., weather, holiday, and…

机器学习 · 计算机科学 2024-12-19 Liyue Chen , Xiaoxiang Wang , Leye Wang

The prediction of flight delays plays a significantly important role for airlines and travelers because flight delays cause not only tremendous economic loss but also potential security risks. In this work, we aim to integrate multiple data…

计算机与社会 · 计算机科学 2019-11-06 Wei Shao , Arian Prabowo , Sichen Zhao , Siyu Tan , Piotr Konuiusz , Jeffrey Chan , Xinhong Hei , Bradley Feest , Flora D. Salim

Protecting the passengers' safety and increasing ridership are two never ending pursuits of public transit agencies. One of the proposed methods to achieve both goals for subway service is to implement real time train arriving countdown…

计算机与社会 · 计算机科学 2019-01-04 Zhengbo Zou , Di Sha

Crowding in train cars is increasingly a major concern for transit agencies. From the perspective of the passengers and the transit agencies, overcrowding of the train cars has several negative consequences such as: (i) extended duration of…

信号处理 · 电气工程与系统科学 2018-08-22 Peter Khomchuk , Saurav R Tuladhar , Siva Sivananthan

An analysis of the characteristics and behavior of individual bus stops can reveal clusters of similar stops, which can be of use in making routing and scheduling decisions, as well as determining what facilities to provide at each stop.…

应用统计 · 统计学 2016-11-15 Laura L. Tupper , David S. Matteson , John C. Handley

An important aspect of public bus transit is its reliability of being on-time, which has a major impact on bus ridership. Currently, there is no unified national standard to measure bus on-time performance in the United States. This paper…

物理与社会 · 物理学 2021-12-23 Snehanshu Banerjee , Mohammadreza Jabehdari , Ross Turlington , Cole Greene

The intelligent upgrading of metropolitan rail transit systems has made it feasible to implement demand-side management policies that integrate multiple operational strategies in practical operations. However, the tight interdependence…

最优化与控制 · 数学 2025-11-10 Lixing Yang , Yahan Lu , Jiateng Yin , Shadi Sharif Azadeh

The design of integrated mobility-on-demand services requires jointly considering the interactions between traveler choice behavior and operators' operation policies to design a financially sustainable pricing scheme. However, most existing…

综合经济学 · 经济学 2020-06-09 Tai-Yu Ma , Sylvain Klein

Understanding human mobility patterns is important in applications as diverse as urban planning, public health, and political organizing. One rich source of data on human mobility is taxi ride data. Using the city of Chicago as a case…

社会与信息网络 · 计算机科学 2023-06-22 Harish Chauhan , Nikunj Gupta , Zoe Haskell-Craig

The urban rail transit (URT) system attracts many commuters with its punctuality and convenience. However, it is vulnerable to disruptions caused by factors like extreme weather and temporary equipment failures, which greatly impact…

物理与社会 · 物理学 2024-07-08 Siyu Zhuo , Xiaoning Zhu , Pan Shang , Zhengke Liu

In recent years, the rapid pace of urbanization has posed profound challenges globally, exacerbating environmental concerns and escalating traffic congestion in metropolitan areas. To mitigate these issues, Advanced Air Mobility (AAM) has…

应用统计 · 统计学 2024-12-11 Kamal Acharya , Mehul Lad , Liang Sun , Houbing Song

Accurate prediction of traffic flow parameters and real time identification of congestion states are essential for the efficient operation of intelligent transportation systems. This paper proposes a Periodic Pattern Transformer Network…

机器学习 · 计算机科学 2025-06-16 Hongrui Kou , Jingkai Li , Ziyu Wang , Zhouhang Lv , Yuxin Zhang , Cheng Wang

Automated passenger counting (APC) technology is central to many aspects of the public transit experience. APC information informs public transit planners about utilization in a public transit system and operations about dynamic…

人机交互 · 计算机科学 2021-12-14 Alex Haig , Shirley Anugrah Hayati , Anthony Tomasic

Automatic detection of public transport (PT) usage has important applications for intelligent transport systems. It is crucial for understanding the commuting habits of passengers at large and over longer periods of time. It also enables…

计算机与社会 · 计算机科学 2017-06-14 Mikko Rinne , Mehrdad Bagheri , Tuukka Tolvanen

Given an increasingly volatile climate, the relationship between weather and transit ridership has drawn increasing interest. However, challenges stemming from spatio-temporal dependency and non-stationarity have not been fully addressed in…

应用统计 · 统计学 2022-04-22 Francisco Rowe , Michael Mahony , Sui Tao

The urban transportation system is a combination of multiple transport modes, and the interdependencies across those modes exist. This means that the travel demand across different travel modes could be correlated as one mode may receive…

机器学习 · 计算机科学 2022-03-18 Mingzhuang Hua , Francisco Camara Pereira , Yu Jiang , Xuewu Chen

Even before the start of the COVID-19 pandemic, bus ridership in the United States had attained its lowest level since 1973. If transit agencies hope to reverse this trend, they must understand how their service allocation policies affect…

物理与社会 · 物理学 2021-04-13 Simon Berrebi , Sanskruti Joshi , Kari E Watkins

Public events, such as music concerts and fireworks displays, can cause irregular surges in cross-city travel demand, leading to potential overcrowding, travel delays, and public safety concerns. To better anticipate and accommodate such…

社会与信息网络 · 计算机科学 2025-05-08 Xiaohan Wang , Zhan Zhao , Ruiyu Wang , Yang Xu

Efficient public transport systems are crucial for sustainable urban development as cities face increasing mobility demands. Yet, many public transport networks struggle to meet diverse user needs due to historical development, urban…

人机交互 · 计算机科学 2025-01-14 Yannick Metz , Dennis Ackermann , Daniel A. Keim , Maximilian T. Fischer

Paratransit services are vital for individuals who cannot use fixed-route public transit, including those with disabilities. Optimizing these services is essential for transit agencies to deliver high-quality service efficiently. This paper…

最优化与控制 · 数学 2026-05-12 Liam Jagrowski , Kevin Dalmeijer , Tinghan Ye , Pascal Van Hentenryck