A review of neural networks applied to transport
M Dougherty - Transportation Research Part C: Emerging …, 1995 - Elsevier
This paper attempts to summarise the findings of a large number of research papers
concerning the application of neural networks to transportation. A brief introduction to neural …
concerning the application of neural networks to transportation. A brief introduction to neural …
A survey on modern deep neural network for traffic prediction: Trends, methods and challenges
In this modern era, traffic congestion has become a major source of severe negative
economic and environmental impact for urban areas worldwide. One of the most efficient …
economic and environmental impact for urban areas worldwide. One of the most efficient …
A state-of-the-art review of car-following models with particular considerations of heavy vehicles
K Aghabayk, M Sarvi, W Young - Transport reviews, 2015 - Taylor & Francis
Car-following (CF) models are fundamental in the replication of traffic flow and thus they
have received considerable attention. This attention needs to be reflected upon at particular …
have received considerable attention. This attention needs to be reflected upon at particular …
Combining Kohonen maps with ARIMA time series models to forecast traffic flow
M Van Der Voort, M Dougherty, S Watson - Transportation Research Part C …, 1996 - Elsevier
A hybrid method of short-term traffic forecasting is introduced; the KARIMA method. The
technique uses a Kohonen self-organizing map as an initial classifier; each class has an …
technique uses a Kohonen self-organizing map as an initial classifier; each class has an …
Application of subset autoregressive integrated moving average model for short-term freeway traffic volume forecasting
S Lee, DB Fambro - Transportation research record, 1999 - journals.sagepub.com
Traffic volume is one of the fundamental types of data that have been used for the traffic
control and planning process. Forecasting needs and efforts for various applications will be …
control and planning process. Forecasting needs and efforts for various applications will be …
Short-term freeway traffic flow prediction: Bayesian combined neural network approach
W Zheng, DH Lee, Q Shi - Journal of transportation engineering, 2006 - ascelibrary.org
Short-term traffic flow prediction has long been regarded as a critical concern for intelligent
transportation systems. On the basis of many existing prediction models, each having good …
transportation systems. On the basis of many existing prediction models, each having good …
Dynamic bus arrival time prediction with artificial neural networks
SIJ Chien, Y Ding, C Wei - Journal of transportation engineering, 2002 - ascelibrary.org
Transit operations are interrupted frequently by stochastic variations in traffic and ridership
conditions that deteriorate schedule or headway adherence and thus lengthen passenger …
conditions that deteriorate schedule or headway adherence and thus lengthen passenger …
Scalable deep traffic flow neural networks for urban traffic congestion prediction
Tracking congestion throughout the network road is a critical component of Intelligent
transportation network management systems. Understanding how the traffic flows and short …
transportation network management systems. Understanding how the traffic flows and short …
Forecasting freeway link travel times with a multilayer feedforward neural network
One of the major requirements of advanced traveler information systems (ATISs) is a
mechanism to estimate link travel times. This article examines the use of an artificial neural …
mechanism to estimate link travel times. This article examines the use of an artificial neural …
Short-term inter-urban traffic forecasts using neural networks
MS Dougherty, MR Cobbett - International journal of forecasting, 1997 - Elsevier
Back-propagation neural networks were trained to make short-term forecasts of traffic flow,
speed and occupancy in the Utrecht/Rotterdam/Hague region of The Netherlands. A …
speed and occupancy in the Utrecht/Rotterdam/Hague region of The Netherlands. A …