Short-term speed predictions exploiting big data on large urban road networks
Big data from floating cars supply a frequent, ubiquitous sampling of traffic conditions on the
road network and provide great opportunities for enhanced short-term traffic predictions …
road network and provide great opportunities for enhanced short-term traffic predictions …
Long-term urban traffic speed prediction with deep learning on graphs
Traffic speed prediction is among the foundations of advanced traffic management and the
gradual deployment of internet of things sensors is empowering data-driven approaches for …
gradual deployment of internet of things sensors is empowering data-driven approaches for …
Short-term traffic predictions on large urban traffic networks: Applications of network-based machine learning models and dynamic traffic assignment models
G Fusco, C Colombaroni, L Comelli… - … Conference on Models …, 2015 - ieeexplore.ieee.org
The paper discusses the issues to face in applications of short-term traffic predictions on
urban road networks and the opportunities provided by explicit and implicit models. Different …
urban road networks and the opportunities provided by explicit and implicit models. Different …
Short‐term highway traffic flow prediction based on a hybrid strategy considering temporal–spatial information
Short‐term traffic flow prediction is fundamental for the intelligent transportation system and
is proved to be a challenge. This paper proposed a hybrid strategy that is general and can …
is proved to be a challenge. This paper proposed a hybrid strategy that is general and can …
Traffic speed prediction for urban transportation network: A path based deep learning approach
J Wang, R Chen, Z He - Transportation Research Part C: Emerging …, 2019 - Elsevier
Traffic prediction, as an important part of intelligent transportation systems, plays a critical
role in traffic state monitoring. While many studies accomplished traffic forecasting task with …
role in traffic state monitoring. While many studies accomplished traffic forecasting task with …
Traffic estimation and prediction based on real time floating car data
C De Fabritiis, R Ragona… - 2008 11th international …, 2008 - ieeexplore.ieee.org
The knowledge of the actual current state of the road traffic and its short-term evolution for
the entire road network is a basic component of ATIS (advanced traveler information …
the entire road network is a basic component of ATIS (advanced traveler information …
Multistep traffic speed prediction: A deep learning based approach using latent space mapping considering spatio-temporal dependencies
Traffic management in a city has become a major problem due to the increasing number of
vehicles on roads. Intelligent Transportation System (ITS) can help the city traffic managers …
vehicles on roads. Intelligent Transportation System (ITS) can help the city traffic managers …
A comparison of machine learning methods for the prediction of traffic speed in urban places
C Bratsas, K Koupidis, JM Salanova… - Sustainability, 2019 - mdpi.com
Rising interest in the field of Intelligent Transportation Systems combined with the increased
availability of collected data allows the study of different methods for prevention of traffic …
availability of collected data allows the study of different methods for prevention of traffic …
Managing spatial graph dependencies in large volumes of traffic data for travel-time prediction
A Salamanis, DD Kehagias… - IEEE Transactions …, 2015 - ieeexplore.ieee.org
The exploration of the potential correlations of traffic conditions between roads in large
urban networks, which is of profound importance for achieving accurate traffic prediction …
urban networks, which is of profound importance for achieving accurate traffic prediction …
Link traffic speed forecasting using convolutional attention-based gated recurrent unit
G Khodabandelou, W Kheriji, FH Selem - Applied Intelligence, 2021 - Springer
Traffic speed forecasting becomes a thriving research area in modern transportation
systems. The intensification of travel flow volumes due to fast urbanization, vehicle path …
systems. The intensification of travel flow volumes due to fast urbanization, vehicle path …