Forecasting vehicular traffic flow using MLP and LSTM
Sign Up to like & getrecommendations! Published in 2021 at "Neural Computing and Applications"
DOI: 10.1007/s00521-021-06315-w
Abstract: This work presents an analysis of Artificial Neural Network (ANN) based forecasting models for vehicular traffic flow. The forecasting was performed for three periods of time: 1 week, 1 month and 1 year. The vehicular… read more here.
Keywords: work; forecasting vehicular; vehicular traffic; traffic flow ... See more keywords
A performance modeling and analysis of a novel vehicular traffic flow prediction system using a hybrid machine learning-based model
Sign Up to like & getrecommendations! Published in 2020 at "Ad Hoc Networks"
DOI: 10.1016/j.adhoc.2020.102224
Abstract: Abstract Traffic prediction on the road, as a vital part of the Intelligent Transportation System (ITS) has attracted much attention recently. It is always one of the hot topics about how to implement an efficient,… read more here.
Keywords: prediction system; model; vehicular traffic; prediction ... See more keywords
Modeling vehicular traffic networks. Part I
Sign Up to like & getrecommendations! Published in 2018 at "Physica A: Statistical Mechanics and its Applications"
DOI: 10.1016/j.physa.2018.06.016
Abstract: Abstract We propose three models for the traffic of vehicles within a network formed by sites (cities, car-rental agencies, parking lots, etc.) and connected by two-way arteries (roads, highways), that allow forecasting the vehicular flux… read more here.
Keywords: traffic networks; traffic; part; network ... See more keywords
Urban vehicular traffic: Fitting the data with a hybrid stochastic model. Part II
Sign Up to like & getrecommendations! Published in 2018 at "Physica A: Statistical Mechanics and its Applications"
DOI: 10.1016/j.physa.2018.06.017
Abstract: Abstract In this second part of our research we used the models presented in Modeling vehicular traffic networks. Part I (Otero et al., 2018) to perform an analysis of the urban traffic as recorded by cameras… read more here.
Keywords: urban vehicular; traffic; traffic fitting; part ... See more keywords
Vehicular traffic optimisation and even distribution using ant colony in smart city environment
Sign Up to like & getrecommendations! Published in 2018 at "Iet Intelligent Transport Systems"
DOI: 10.1049/iet-its.2017.0308
Abstract: For a few years, route optimisation and efficient traffic flow are a big challenge, especially in a current situation when 54.5% population is living in the urban environment all over the world. At peak hours,… read more here.
Keywords: traffic; city; vehicular traffic; ant colony ... See more keywords
The Viscosity Effect on Velocity of a Macroscopic Vehicular Traffic Model
Sign Up to like & getrecommendations! Published in 2021 at "Communications"
DOI: 10.26552/com.c.2021.2.a80-a93
Abstract: Resume Traffic in Mexico City poses a serious problem of vehicle saturation that causes a decrease in speed and increased transport time in the streets that suffer mobility collapses. A macroscopic model of vehicular traffic… read more here.
Keywords: traffic; viscosity; vehicle; vehicular traffic ... See more keywords