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Due to the rapid development of Internet of Things (IoT) technologies, many online web apps (e.g., Google Map and Uber) estimate the travel time of trajectory data collected by mobile devices. However, in reality, complex factors, such as…

人工智能 · 计算机科学 2022-06-22 Zhiwen Zhang , Hongjun Wang , Zipei Fan , Jiyuan Chen , Xuan Song , Ryosuke Shibasaki

This study aims to propose an approach for spatiotemporal integration of bus transit, which enables users to change bus lines by paying a single fare. This could increase bus transit efficiency and, consequently, help to make this mode of…

社会与信息网络 · 计算机科学 2024-02-29 Júlio Borges , Altieris M. Peixoto , Thiago H. Silva , Anelise Munaretto , Ricardo Luders

Bus systems involve complex bus-bus and bus-passengers interactions. We study the problem of assigning buses to bus stops to minimise the average waiting time of passengers, W. An analytical theory for two specific cases of interactions is…

物理与社会 · 物理学 2021-08-25 Luca Vismara , Lock Yue Chew , Vee-Liem Saw

This paper presents two novel approaches for uncertainty estimation adapted and extended for the multi-link bus travel time problem. The uncertainty is modeled directly as part of recurrent artificial neural networks, but using two…

机器学习 · 计算机科学 2021-04-15 Niklas Christoffer Petersen , Anders Parslov , Filipe Rodrigues

Estimation of link travel time correlation of a bus route is essential to many bus operation applications, such as timetable scheduling, travel time forecasting and transit service assessment/improvement. Most previous studies rely on…

应用统计 · 统计学 2024-12-24 Xiaoxu Chen , Zhanhong Cheng , Lijun Sun

Connected vehicles (CVs) can capture and transmit detailed data such as vehicle position and speed through vehicle-to-vehicle and vehicle-to-infrastructure communications. The wealth of CV data provides new opportunities to improve safety…

应用统计 · 统计学 2018-10-30 Lei Lin , Weizi Li , Srinivas Peeta

Origin-destination (OD) demand matrices are crucial for transit agencies to design and operate transit systems. This paper presents a novel temporal Bayesian model designed to estimate transit OD matrices at the individual bus-journey level…

应用统计 · 统计学 2024-11-28 Xiaoxu Chen , Zhanhong Cheng , Lijun Sun

Travel time estimation is a critical task, useful to many urban applications at the individual citizen and the stakeholder level. This paper presents a novel hybrid algorithm for travel time estimation that leverages historical and sparse…

机器学习 · 计算机科学 2023-01-16 Nikolaos Zygouras , Nikolaos Panagiotou , Yang Li , Dimitrios Gunopulos , Leonidas Guibas

Aiming at the problem of driver's perception lag and low utilization efficiency of space-time resources in expressway ramp confluence area, based on the preemptive spatiotemporal trajectory Adjustment system, from the perspective of…

系统与控制 · 电气工程与系统科学 2025-10-01 Yuan Li , Xiaoxue Xu , Xiang Dong , Junfeng Hao , Tao Li , Sana Ullaha , Chuangrui Huang , Junjie Niu , Ziyan Zhao , Ting Peng

Providing real time information about the arrival time of the transit buses has become inevitable in urban areas to make the system more user-friendly and advantageous over various other transportation modes. However, accurate prediction of…

应用统计 · 统计学 2019-04-09 B. Dhivyabharathi , B. Anil Kumar , Avinash Achar , Lelitha Vanajakshi

Persuasive scholarship presents how individual daily travel habits implicate congestion, environmental pollution, and the travel experience. However, the empirical characteristics and dynamics of travel habits remain poorly understood.…

物理与社会 · 物理学 2025-05-07 Jiwon Kim , Jonathan Corcoran

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 Massachusetts Bay Transportation Authority (MBTA) is the main public transit provider in Boston, operating multiple means of transport, including trains, subways, and buses. However, the system often faces delays and fluctuations in…

机器学习 · 计算机科学 2025-12-03 Sai Siddharth Nalamalpu , Kaining Yuan , Aiden Zhou , Eugene Pinsky

Accurate roadway travel-time prediction is foundational to transportation systems analysis, yet widespread reliance on either data-intensive congestion models or overly na\"ive heuristics limits scalability and practical adoption in…

Recent years have seen a shift towards learning-based methods for trajectory prediction, with challenges remaining in addressing uncertainty and capturing multi-modal distributions. This paper introduces Temporal Ensembling with…

计算机视觉与模式识别 · 计算机科学 2024-10-28 Kai-Yin Hong , Chieh-Chih Wang , Wen-Chieh Lin

Transit agencies that operate battery-electric buses must carefully manage fast-charging infrastructure to extend daily bus range without degrading on-time performance. To support this need, we propose a mixed-integer linear programming…

最优化与控制 · 数学 2024-03-27 Dan McCabe , Xuegang , Ban , Balazs Kulcsar

This paper studies the joint reconstruction of traffic speeds and travel times by fusing sparse sensor data. Raw speed data from inductive loop detectors and floating cars as well as travel time measurements are combined using different…

信号处理 · 电气工程与系统科学 2021-05-11 Lisa Kessler , Felix Rempe , Klaus Bogenberger

This paper presents a traffic state estimation (TSE) method in congestion for distributed fiber-optic sensing (DFOS). DFOS detects vehicle driving vibrations along the optical fiber and obtains their trajectories in the spatiotemporal…

系统与控制 · 电气工程与系统科学 2025-09-01 Yoshiyuki Yajima , Hemant Prasad , Daisuke Ikefuji , Hitoshi Sakurai , Manabu Otani

We present BusTr, a machine-learned model for translating road traffic forecasts into predictions of bus delays, used by Google Maps to serve the majority of the world's public transit systems where no official real-time bus tracking is…

机器学习 · 计算机科学 2020-07-03 Richard Barnes , Senaka Buthpitiya , James Cook , Alex Fabrikant , Andrew Tomkins , Fangzhou Xu

Disseminating accurate travel time information to road users helps achieve traffic equilibrium and reduce traffic congestion. The deployment of Connected Vehicles technology will provide unique opportunities for the implementation of travel…

人工智能 · 计算机科学 2018-10-25 Saleh Mousa , Sherif Ishak