Car-following model based on deep learning and Markov theory
A car-following (CF) model can reproduce various micro traffic phenomena and plays a
crucial role in traffic theory. In this study, we combine Markov theory and a gated recurrent …
crucial role in traffic theory. In this study, we combine Markov theory and a gated recurrent …
Memory, attention and prediction: a deep learning architecture for car-following
Car-following (CF) models are an appealing research area because they fundamentally
describe the longitudinal interactions of vehicles and contribute substantially to an …
describe the longitudinal interactions of vehicles and contribute substantially to an …
Simultaneous modeling of car-following and lane-changing behaviors using deep learning
Car-following (CF) and lane-changing (LC) behaviors are two basic movements in traffic
flow which are generally modeled separately in the literature, and thus the interaction …
flow which are generally modeled separately in the literature, and thus the interaction …
A car-following model considering asymmetric driving behavior based on long short-term memory neural networks
Asymmetric driving behavior is a critical characteristic of human driving behaviors and has a
significant impact on traffic flow. In consideration of the asymmetric driving behavior, this …
significant impact on traffic flow. In consideration of the asymmetric driving behavior, this …
Fusion modeling method of car-following characteristics
Y Li, X Lu, C Ren, H Zhao - Ieee Access, 2019 - ieeexplore.ieee.org
Car-following model is indispensable to evaluate the characteristics of car-following
behaviors. Through an analysis and comparison of data-driven and theoretically driven car …
behaviors. Through an analysis and comparison of data-driven and theoretically driven car …
Development of an asymmetric car-following model and simulation validation
Numerous car-following models have been developed since the 1950s. However, there still
exist many traffic phenomena that cannot be demonstrated using the existing models …
exist many traffic phenomena that cannot be demonstrated using the existing models …
Graph attention network for Car‐Following Model under game between desired and real state
H Xing, Y Liu - IET Intelligent Transport Systems, 2022 - Wiley Online Library
The Car‐following model plays a major role in the study of traffic flow theories and traffic
simulation. Car‐following behaviours can be regarded as a game process between the …
simulation. Car‐following behaviours can be regarded as a game process between the …
A fuzzy logic-based multi-agent car-following model
H Hao, W Ma, H Xu - Transportation Research Part C: Emerging …, 2016 - Elsevier
Most existing analytical car-following models can simulate traffic flow realistically from some
aspects, such as stop-and-go, congestion, and nonlinear characteristics, but cannot predict …
aspects, such as stop-and-go, congestion, and nonlinear characteristics, but cannot predict …
A sequence to sequence learning based car-following model for multi-step predictions considering reaction delay
L Ma, S Qu - Transportation research part C: emerging technologies, 2020 - Elsevier
Car-following behavior modeling is of great importance for traffic simulation and analysis.
Considering the multi-steps decision-making process in human driving, we propose a …
Considering the multi-steps decision-making process in human driving, we propose a …
[HTML][HTML] Investigating heterogeneous car-following behaviors of different vehicle types, traffic densities and road types
For realistic traffic flow simulation and analysis, it is essential to discuss car-following
behaviors in detail, while most studies only concentrate on the heterogeneity according to …
behaviors in detail, while most studies only concentrate on the heterogeneity according to …