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Development and evaluation of bidirectional LSTM freeway traffic forecasting models using simulation data
Long short-term memory (LSTM) models provide high predictive performance through their
ability to recognize longer sequences of time series data. More recently, bidirectional deep …
ability to recognize longer sequences of time series data. More recently, bidirectional deep …
[HTML][HTML] Getting real: The challenge of building and validating a large-scale digital twin of Barcelona's traffic with empirical data
J Argota Sánchez-Vaquerizo - ISPRS International Journal of Geo …, 2022 - mdpi.com
Large-scale microsimulations are increasingly resourceful tools for analysing in detail
citywide effects and alternative scenarios of our policy decisions, approximating the ideal of …
citywide effects and alternative scenarios of our policy decisions, approximating the ideal of …
Exploring the impact of connected and autonomous vehicles on freeway capacity using a revised Intelligent Driver Model
Connected and autonomous vehicle (CAV) technologies are expected to change
driving/vehicle behavior on freeways. This study investigates the impact of CAVs on freeway …
driving/vehicle behavior on freeways. This study investigates the impact of CAVs on freeway …
Recent advances in traffic optimisation: systematic literature review of modern models, methods and algorithms
Over the past few decades, the increasing number of vehicles and imperfect road traffic
management have been sources of congestion in cities and reasons for deteriorating health …
management have been sources of congestion in cities and reasons for deteriorating health …
A validated multi-agent simulation test bed to evaluate congestion pricing policies on population segments by time-of-day in New York City
Abstract Evaluation of the demand for emerging transportation technologies and policies
can vary by time of day due to spillbacks on roadways, rescheduling of travelers' activity …
can vary by time of day due to spillbacks on roadways, rescheduling of travelers' activity …
Calibrating stochastic traffic simulation models for safety and operational measures based on vehicle conflict distributions obtained from aerial and traffic camera …
Proper calibration process is of considerable importance for traffic safety evaluations using
simulation models. Allowing for a pure with and without comparison under identical …
simulation models. Allowing for a pure with and without comparison under identical …
Spatiotemporal trajectory characteristic analysis for traffic state transition prediction near expressway merge bottleneck
Q Wan, G Peng, Z Li, FHT Inomata - Transportation Research Part C …, 2020 - Elsevier
The theoretical analysis of traffic flow with empirical vehicle trajectory data contained within
this study allows for the explanation, reconstruction, and prediction of spatiotemporal …
this study allows for the explanation, reconstruction, and prediction of spatiotemporal …
Applying Bayesian optimization for calibration of transportation simulation models
The parameters of a transportation simulation model need to pass through a careful
calibration process to ensure that the model's output is as close as possible to the actual …
calibration process to ensure that the model's output is as close as possible to the actual …
Review of driving-behaviour simulation: VISSIM and artificial intelligence approach
Examining driving behaviour is crucial for traffic operations because of its influence on driver
safety and the potential for increased risk of accidents, injuries, and fatalities. Approximately …
safety and the potential for increased risk of accidents, injuries, and fatalities. Approximately …
Integrating road traffic externalities through a sustainability indicator
Road traffic poses negative externalities on society and represents a key challenge in
sustainable transportation. However, the existing literature about the assessment of traffic …
sustainable transportation. However, the existing literature about the assessment of traffic …