A state‐of‐the‐art review of the sensor location, flow observability, estimation, and prediction problems in traffic networks

E Castillo, Z Grande, A Calviño, WY Szeto… - Journal of …, 2015 - Wiley Online Library
A state‐of‐the‐art review of flow observability, estimation, and prediction problems in traffic
networks is performed. Since mathematical optimization provides a general framework for all …

Deep learning for integrated origin–destination estimation and traffic sensor location problems

M Owais - IEEE Transactions on Intelligent Transportation …, 2024 - ieeexplore.ieee.org
Traffic control and management applications require the full realization of traffic flow data.
Frequently, such data are acquired by traffic sensors with two issues: it is not practicable or …

Residual neural networks for origin–destination trip matrix estimation from traffic sensor information

A Alshehri, M Owais, J Gyani, MH Aljarbou, S Alsulamy - Sustainability, 2023 - mdpi.com
Traffic management and control applications require comprehensive knowledge of traffic
flow data. Typically, such information is gathered using traffic sensors, which have two basic …

Locating sensors on traffic networks: Models, challenges and research opportunities

M Gentili, PB Mirchandani - Transportation research part C: emerging …, 2012 - Elsevier
The problem of optimally locating sensors on a traffic network to measure flows has been
object of growing interest in the past few years, due to its relevance in transportation …

Exact and heuristics algorithms for screen line problem in large size networks: shortest path-based column generation approach

M Owais, AI Shahin - IEEE Transactions on Intelligent …, 2022 - ieeexplore.ieee.org
In this study, we present exact and heuristics algorithms for a traffic sensors location problem
called the screen line problem. It is a problem of how to locate traffic sensors on a …

[HTML][HTML] Optimization of traffic sensor location for complete link flow observability in traffic network considering sensor failure

M Salari, L Kattan, WHK Lam, HP Lo… - … Research Part B …, 2019 - Elsevier
The full link flow observability problem is to identify the minimum set of traffic sensors to be
installed in links in a road traffic network. The sensors are used to both monitor the flow of …

Synergistic sensor location for link flow inference without path enumeration: A node-based approach

MW Ng - Transportation Research Part B: Methodological, 2012 - Elsevier
Sensors are becoming increasingly critical elements in contemporary transportation
systems, gathering essential (real-time) traffic information for the planning, management and …

Robust network sensor location for complete link flow observability under uncertainty

X Xu, HK Lo, A Chen, E Castillo - Transportation Research Part B …, 2016 - Elsevier
The link observability problem is to identify the minimum set of links to be installed with
sensors that allow the full determination of flows on all the unobserved links. Inevitably, the …

A graphical approach to identify sensor locations for link flow inference

S He - Transportation Research Part B: Methodological, 2013 - Elsevier
Abstract Information of link flows in a traffic network becomes increasingly critical in
contemporary transportation practice and researches. The network sensor installation is …

A factorization scheme for observability analysis in transportation networks

M Owais, AE Matouk - Expert Systems with Applications, 2021 - Elsevier
Traffic flow data are a significant component of most intelligent transportation systems (ITS).
Complete traffic flow data are required for most ITS applications, but providing traffic sensors …