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相关论文: Identifying intercity freight trip ends of heavy t…

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Intracity heavy truck freight trips are basic data in city freight system planning and management. In the big data era, massive heavy truck GPS trajectories can be acquired cost effectively in real-time. Identifying freight trip ends…

其他计算机科学 · 计算机科学 2021-06-22 Yitao Yang , Bin Jia , Xiao-Yong Yan , Rui Jiang , Hao Ji , Ziyou Gao

Estimating Origin-Destination (OD) travel demand is vital for effective urban planning and traffic management. Developing universally applicable OD estimation methodologies is significantly challenged by the pervasive scarcity of…

新兴技术 · 计算机科学 2025-07-02 Chao Zhang , Neha Arora , Christopher Bian , Yechen Li , Willa Ng , Andrew Tomkins , Bin Yan , Janny Zhang , Carolina Osorio

This paper presents a modeling approach to infer scheduling and routing patterns from digital freight transport activity data for different freight markets. We provide a complete modeling framework including a new discrete-continuous…

机器学习 · 计算机科学 2023-11-28 Ali Nadi , Lóránt Tavasszy , J. W. C. van Lint , Maaike Snelder

This paper presents a novel method for transforming large-scale historical expressway route search records into a three-dimensional (3D) Origin-Destination (OD) map, enabling data compression, efficient spatiotemporal sampling and…

计算机与社会 · 计算机科学 2025-07-29 Hangli Ge , Dizhi Huang , Xiaojie Yang , Lifeng Lin , Kazuma Hatano , Takeshi Kawasaki , Noboru Koshizuka

In this paper we propose a new method to predict the final destination of vehicle trips based on their initial partial trajectories. We first review how we obtained clustering of trajectories that describes user behaviour. Then, we explain…

机器学习 · 统计学 2016-05-11 Philippe C. Besse , Brendan Guillouet , Jean-Michel Loubes , Francois Royer

A comprehensive understanding of human mobility patterns in urban areas is essential for urban development and transportation planning. In this study, we create entropy-based measurements to capture the geographical distribution diversity…

物理与社会 · 物理学 2024-04-18 Yuqin Jiang , Yihong Yuan , Su Yeon Han

Intelligent Transportation Systems (ITS) use data and information technology to improve the operation of our transportation network. ITS contributes to sustainable development by using technology to make the transportation system more…

其他计算机科学 · 计算机科学 2016-02-10 V. M. Megler , Kristin Tufte , David Maier

The increased availability of large-scale trajectory data around the world provides rich information for the study of urban dynamics. For example, New York City Taxi Limousine Commission regularly releases source-destination information…

机器学习 · 计算机科学 2015-12-31 Hongjian Wang , Zhenhui Li , Yu-Hsuan Kuo , Dan Kifer

Estimating dynamic Origin-Destination (OD) traffic flow is crucial for understanding traffic patterns and the traffic network. While dynamic origin-destination estimation (DODE) has been studied for decades as a useful tool for estimating…

最优化与控制 · 数学 2024-01-22 Han Yu , Suyanpeng Zhang , Sze-chuan Suen , Maged Dessouky , Fernando Ordonez

Travel time estimation is an important component in modern transportation applications. The state of the art techniques for travel time estimation use GPS traces to learn the weights of a road network, often modeled as a directed graph,…

物理与社会 · 物理学 2020-06-18 Sofiane Abbar , Rade Stanojevic , Mohamed Mokbel

Nowadays large amounts of GPS trajectory data is being continuously collected by GPS-enabled devices such as vehicles navigation systems and mobile phones. GPS trajectory data is useful for applications such as traffic management, location…

人工智能 · 计算机科学 2016-05-18 Seyed Morteza Mousavi , Aaron Harwood , Shanika Karunasekera , Mojtaba Maghrebi

Drivers offering spare seats in their vehicles on long-distance (interurban) trips often have to pick up or drop off passengers in cities en route. In that case it is necessary to agree on a meeting point. Often, this is done by proposing…

物理与社会 · 物理学 2017-09-26 Paul Czioska , Aleksandar Trifunović , Sophie Dennisen , Monika Sester

Recent statistical methods fitted on large-scale GPS data can provide accurate estimations of the expected travel time between two points. However, little is known about the distribution of travel time, which is key to decision-making…

统计方法学 · 统计学 2023-03-21 Mohamad Elmasri , Aurelie Labbe , Denis Larocque , Laurent Charlin

We perform a systematic analysis on the large-scale taxi trip data to uncover urban mobility and city dynamics in multimodal urban transportation environments. As a case study, we use the taxi origin-destination trip data and some…

统计计算 · 统计学 2018-12-27 Xiao-Feng Xie , Zunjing Jenipher Wang

Car-hailing services have become a prominent data source for urban traffic studies. Extracting useful information from car-hailing trace data is essential for effective traffic management, while discrepancies between car-hailing vehicles…

应用统计 · 统计学 2024-12-24 Jiannan Mao , Lan Liu , Hao Huang , Weike Lu , Kaiyu Yang , Tianli Tang , Haotian Shi

In last-mile routing, the task of finding a route is often framed as a Traveling Salesman Problem to minimize travel time and associated cost. However, solutions stemming from this approach do not match the realized paths as drivers deviate…

最优化与控制 · 数学 2022-05-11 Mayukh Ghosh , Alex Kuiper , Roshan Mahes , Donato Maragno

Accurate travel time estimation is paramount for providing transit users with reliable schedules and dependable real-time information. This paper is the first to utilize roadside urban imagery for direct transit travel time prediction. We…

计算机视觉与模式识别 · 计算机科学 2022-12-14 Awad Abdelhalim , Jinhua Zhao

Understanding and predicting Origin-Destination (OD) flows is crucial for urban planning and transportation management. Traditional OD prediction models, while effective within single cities, often face limitations when applied across…

人工智能 · 计算机科学 2024-09-09 Chenyang Yu , Xinpeng Xie , Yan Huang , Chenxi Qiu

Rapid urbanization places increasing stress on already burdened transportation systems, resulting in delays and poor levels of service. Billions of spatiotemporal call detail records (CDRs) collected from mobile devices create new…

物理与社会 · 物理学 2014-03-05 Jameson L. Toole , Serdar Colak , Fahad Alhasoun , Alexandre Evsukoff , Marta C. Gonzalez

Truck platooning refers to a series of trucks driving in close proximity via communication technologies, and it is considered one of the most implementable systems of connected and automated vehicles, bringing huge energy savings and safety…

机器学习 · 计算机科学 2020-10-13 Xiaolei Ma , Enze Huo , Haiyang Yu , Honghai Li
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