Short-term traffic flow forecasting: An experimental comparison of time-series analysis and supervised learning

M Lippi, M Bertini, P Frasconi - IEEE Transactions on Intelligent …, 2013 - ieeexplore.ieee.org
The literature on short-term traffic flow forecasting has undergone great development
recently. Many works, describing a wide variety of different approaches, which very often …

Review of optimal sensor location models for travel time estimation

M Gentili, PB Mirchandani - Transportation Research Part C: Emerging …, 2018 - Elsevier
The problem of optimally locating fixed sensors on a traffic network infrastructure has been
object of growing interest in the past few years. Sensor location decisions models differ from …

Empirical evaluation of new robust travel time estimation algorithms

JWC Van Lint - Transportation Research Record, 2010 - journals.sagepub.com
Travel times are key statistics for traffic performance, policy, and management evaluation
purposes. Estimating travel times from local traffic speeds collected with loops or other …

Online learning solutions for freeway travel time prediction

JWC Van Lint - IEEE Transactions on Intelligent Transportation …, 2008 - ieeexplore.ieee.org
Providing travel time information to travelers on available route alternatives in traffic
networks is widely believed to yield positive effects on individual drive behavior and …

Reprint of: Modelling the impact of traffic incidents on travel time reliability

AT Hojati, L Ferreira, S Washington, P Charles… - … research part C …, 2016 - Elsevier
Traffic incidents are recognised as one of the key sources of non-recurrent congestion that
often leads to reduction in travel time reliability (TTR), a key metric of roadway performance …

Probe data-driven travel time forecasting for urban expressways by matching similar spatiotemporal traffic patterns

Z Zhang, Y Wang, P Chen, Z He, G Yu - Transportation Research Part C …, 2017 - Elsevier
Travel time is an effective measure of roadway traffic conditions. The provision of accurate
travel time information enables travelers to make smart decisions about departure time …

Developing travel time estimation methods using sparse GPS data

I Sanaullah, M Quddus, M Enoch - Journal of Intelligent …, 2016 - Taylor & Francis
Existing methods of estimating travel time from GPS data are not able to simultaneously take
account of the issues related to uncertainties associated with GPS and spatial road network …

Incorporating uncertainty into short-term travel time predictions

R Li, G Rose - Transportation Research Part C: Emerging …, 2011 - Elsevier
To improve the quality of travel time information provided to motorists, there is a need to
move away from point forecasts of travel time. Specifically, techniques are needed which …

Vehicle re-identification for lane-level travel time estimations on congested urban road networks using video images

C Zhang, BY Chen, WHK Lam, HW Ho… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
The provision of lane-level travel time information can enable accurate traffic control and
route guidance in urban roads with distinctive traffic conditions among lanes. However, few …

[HTML][HTML] Distributional prediction of short-term traffic using neural networks

B Wang, HL Vu, I Kim, C Cai - Engineering Applications of Artificial …, 2023 - Elsevier
Neural network (NN)-based models have recently achieved outstanding results in short-term
traffic prediction. However, most of these are based on the regression approach and trained …