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Transit ridership flow and origin-destination (O-D) information is essential for enhancing transit network design, optimizing transit route and improving service. The effectiveness and preciseness of the traditional survey-based and smart…

计算机与社会 · 计算机科学 2019-11-05 Ziyuan Pu , Meixin Zhu , Zhiyong Cui , Yinhai Wang

An important problem in creating efficient public transport is obtaining data about the set of trips that passengers make, usually referred to as an Origin/Destination (OD) matrix. Obtaining this data is problematic and expensive in…

计算机与社会 · 计算机科学 2013-12-05 Vassilis Kostakos

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

The estimation of the number of passengers with the identical journey is a common problem for public transport authorities. This problem is also known as the Origin- Destination estimation (OD) problem and it has been widely studied for the…

应用统计 · 统计学 2013-05-31 Adrien Ickowicz , Ross Sparks

Accurately estimating Origin-Destination (OD) matrices is a topic of increasing interest for efficient transportation network management and sustainable urban planning. Traditionally, travel surveys have supported this process; however,…

应用统计 · 统计学 2023-12-14 Greta Galliani , Piercesare Secchi , Francesca Ieva

We propose a Bayesian inference approach for static Origin-Destination (OD)-estimation in large-scale networked transit systems. The approach finds posterior distribution estimates of the OD-coefficients, which describe the relative…

应用统计 · 统计学 2021-05-28 Steffen O. P. Blume , Francesco Corman , Giovanni Sansavini

Public transport in sub-Saharan Africa (SSA) often operates in overcrowded conditions where existing automated systems fail to capture reliable passenger flow data. Leveraging onboard CCTV already deployed for security, we present a…

计算机视觉与模式识别 · 计算机科学 2025-12-02 Nthenya Kyatha , Jay Taneja

Transportation has become of evermore importance in the last years, affecting people's satisfaction and significantly impacting their quality of life. In this paper we present a low-cost infrastructure to collect passive Wi-Fi probes with…

计算机与社会 · 计算机科学 2020-06-30 Miguel Ribeiro , Bernardo Galvão , Catia Prandi , Nuno Nunes

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

OD matrix estimation is a critical problem in the transportation domain. The principle method uses the traffic sensor measured information such as traffic counts to estimate the traffic demand represented by the OD matrix. The problem is…

机器学习 · 计算机科学 2023-07-13 Zheli Xiong , Defu Lian , Enhong Chen , Gang Chen , Xiaomin Cheng

Understanding travel demand and behavior, particularly route and mode choices, is critical for effective transportation planning and policy design in multi-modal systems with emerging mobility options. Multi-modal system-level data, such as…

系统与控制 · 电气工程与系统科学 2026-03-04 Xiaoyu Ma , Sean Qian

The estimation of origin-destination (OD) matrices is a crucial aspect of Intelligent Transport Systems (ITS). It involves adjusting an initial OD matrix by regressing the current observations like traffic counts of road sections (e.g.,…

人工智能 · 计算机科学 2023-10-10 Zheli Xiong , Defu Lian , Enhong Chen , Gang Chen , Xiaomin Cheng

With the increasing adoption of Automatic Vehicle Location (AVL) and Automatic Passenger Count (APC) technologies by transit agencies, a massive amount of time-stamped and location-based passenger boarding and alighting count data can be…

最优化与控制 · 数学 2019-11-15 Xinyu Liu , Pascal Van Hentenryck , Xilei Zhao

Forecasting the short-term ridership among origin-destination pairs (OD matrix) of a metro system is crucial in real-time metro operation. However, this problem is notoriously difficult due to the high-dimensional, sparse, noisy, and skewed…

应用统计 · 统计学 2022-06-15 Zhanhong Cheng , Martin Trepanier , Lijun Sun

Transit Origin-Destination (OD) data are fundamental for optimizing public transit services, yet current collection methods, such as manual surveys, Bluetooth and WiFi tracking, or Automated Passenger Counters, are either costly,…

计算机视觉与模式识别 · 计算机科学 2025-09-11 Kaicong Huang , Talha Azfar , Jack Reilly , Ruimin Ke

Origin-destination (OD) matrices are often used in urban planning, where a city is partitioned into regions and an element (i, j) in an OD matrix records the cost (e.g., travel time, fuel consumption, or travel speed) from region i to…

机器学习 · 计算机科学 2018-11-14 Jilin Hu , Chenjuan Guo , Bin Yang , Christian S. Jensen , Lu Chen

This study proposes a flexible and scalable single-level framework for origin-destination matrix (ODM) inference using data from IoT (Internet of Things) and other sources. The framework allows the analyst to integrate information from…

物理与社会 · 物理学 2022-11-21 Wei Sun , Akshay Vij , Nicolas Kaliszewski

The paper presents an approach to estimate Origin-Destination (OD) flows and their path splits, based on traffic counts on links in the network. The approach called Compressive Origin-Destination Estimation (CODE) is inspired by Compressive…

系统与控制 · 计算机科学 2014-07-23 Borhan M. Sanandaji , Pravin P. Varaiya

Existing work has tackled the problem of estimating Origin-Destination (OD) demands and recovering travel latency functions in transportation networks under the Wardropian assumption. The ultimate objective is to derive an accurate…

最优化与控制 · 数学 2020-07-10 Salomón Wollenstein-Betech , Chuangchuang Sun , Jing Zhang , Ioannis Ch. Paschalidis

In this paper, we describe a case study in a big metropolis, in which from data collected by digital sensors, we tried to understand mobility patterns of persons using buses and how this can generate knowledge to suggest interventions that…

人工智能 · 计算机科学 2016-10-11 Carlos Caminha , Vasco Furtado , Vládia Pinheiro e Caio Ponte
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