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相关论文: Extracting Spatiotemporal Demand for Public Transi…

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We propose new probabilistic models for the spatial distribution of supply and demand and use the models to determine how the trip length distribution is affected by the relative shortage or excess of supply, the spatial clustering of…

数据分析、统计与概率 · 物理学 2011-01-20 Daniele Veneziano , Marta C. Gonzalez

The analysis of GPS trajectories is a well-studied problem in Urban Computing and has been used to track people. Analyzing people mobility and identifying the transportation mode used by them is essential for cities that want to reduce…

机器学习 · 计算机科学 2020-07-20 I. Cardoso-Pereira , J. B. Borges , P. H. Barros , A. F. Loureiro , O. A. Rosso , H. S. Ramos

Public transit disruption is becoming more common across different transit services, which can have a destructive influence on the resiliency and reliability of the transportation system. Utilizing a recently collected data of transit users…

综合经济学 · 经济学 2020-07-24 Nima Golshani , Ehsan Rahimi , Ramin Shabanpour , Kouros Mohammadian , Joshua Auld , Hubert Ley

In recent years, ride-hailing services have been increasingly prevalent as they provide huge convenience for passengers. As a fundamental problem, the timely prediction of passenger demands in different regions is vital for effective…

机器学习 · 计算机科学 2021-01-05 Yuandong Wang , Hongzhi Yin , Tong Chen , Chunyang Liu , Ben Wang , Tianyu Wo , Jie Xu

Shared mobility-on-demand services are expanding rapidly in cities around the world. As a prominent example, app-based ridesourcing is becoming an integral part of many urban transportation ecosystems. Despite the centrality, limited public…

计算机与社会 · 计算机科学 2020-11-02 J Soria , Y Chen , A Stathopoulos

Traffic congestion is one of the most notable problems arising in worldwide urban areas, importantly compromising human mobility and air quality. Current technologies to sense real-time data about cities, and its open distribution for…

物理与社会 · 物理学 2016-12-30 Albert Solé-Ribalta , Sergio Gómez , Alex Arenas

This study models and examines commuter's preferences for short-distance transportation modes, namely: walking, taking a bus or riding a metro. It is used a unique dataset from a large-scale field experiment in Singapore that provides rich…

物理与社会 · 物理学 2019-02-22 Francisco Benita , Garvit Bansal , Georgios Piliouras , Bige Tunçer

Shared mobility systems (e.g., shared cars and ride-hailing services) generate persistent spatial imbalances as vehicles concentrate at popular destinations, leaving trip origins depleted of supply. Operators incur substantial costs in…

应用物理 · 物理学 2026-04-07 Wenbo Fan , Zhouyun Chen , Weihua Gu

Transportation planning depends on predictions of the travel times between loading and unloading locations. While accurate techniques exist for making deterministic predictions of travel times based on real-world data, making stochastic…

应用统计 · 统计学 2018-08-22 Rodrigo Goncalves , Rui J. de Almeida , Remco M. Dijkman

Understanding the spatiotemporal distribution of people within a city is crucial to many planning applications. Obtaining data to create required knowledge, currently involves costly survey methods. At the same time ubiquitous mobile…

机器学习 · 统计学 2012-07-06 Jameson L. Toole , Michael Ulm , Dietmar Bauer , Marta C. Gonzalez

In modern taxi networks, large amounts of taxi occupancy status and location data are collected from networked in-vehicle sensors in real-time. They provide knowledge of system models on passenger demand and mobility patterns for efficient…

系统与控制 · 计算机科学 2017-10-24 Fei Miao , Shuo Han , Shan Lin , Qian Wang , John Stankovic , Abdeltawab Hendawi , Desheng Zhang , Tian He , George J. Pappas

In this research, we propose a series of methodologies to mine transit riders travel pattern and behavioral preferences, and then we use these knowledges to adjust and optimize the transit systems. Contributions are: 1) To increase the data…

信号处理 · 电气工程与系统科学 2020-09-08 Yongxin Liu

Many public transportation systems are unable to keep up with growing passenger demand as the population grows in urban areas. The slow or lack of improvements for public transportation pushes people to use private transportation modes,…

数据结构与算法 · 计算机科学 2021-09-15 Qian-Ping Gu , Jiajian Leo Liang

Traditional traffic prediction, limited by the scope of sensor data, falls short in comprehensive traffic management. Mobile networks offer a promising alternative using network activity counts, but these lack crucial directionality. Thus,…

机器学习 · 计算机科学 2024-05-29 ChungYi Lin , Shen-Lung Tung , Hung-Ting Su , Winston H. Hsu

Human Mobility has attracted attentions from different fields of studies such as epidemic modeling, traffic engineering, traffic prediction and urban planning. In this survey we review major characteristics of human mobility studies…

社会与信息网络 · 计算机科学 2013-07-04 Fereshteh Asgari , Vincent Gauthier , Monique Becker

We investigate the stochastic transfer synchronization problem, which seeks to synchronize the timetables of different routes in a transit network to reduce transfer waiting times, delay times, and unnecessary in-vehicle times. We present a…

最优化与控制 · 数学 2024-03-06 Zahra Ansarilari , Merve Bodur , Amer Shalaby

Understanding of the mechanisms driving our daily face-to-face encounters is still limited; the field lacks large-scale datasets describing both individual behaviors and their collective interactions. However, here, with the help of travel…

物理与社会 · 物理学 2013-08-07 Lijun Sun , Kay W. Axhausen , Der-Horng Lee , Xianfeng Huang

The General Transit Feed Specification (GTFS) is an open standard format for recording transit information, utilized by thousands of transit agencies worldwide. This study introduces GTFS2STN, a novel tool that converts static GTFS transit…

计算工程、金融与科学 · 计算机科学 2025-02-18 Diyi Liu , Jing Guo , Yangsong Gu , Meredith King , Lee D. Han , Candace Brakewood

As more and more people continue to live in highly urbanised areas across the globe, reliable accessibility to amenities and services plays a vital role in sustainable development. One of the challenges in addressing this issue is the…

物理与社会 · 物理学 2022-07-05 Hoai Nguyen Huynh

The increased use of personal vehicles presents environmental challenges, prompting the exploration of public transportation as an affordable, eco-friendly alternative. However, obstacles like fixed schedules, limited routes, and extended…

应用统计 · 统计学 2024-02-13 Meiyu , Pan , Christa Brelsford , Majbah Uddin
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