Short-term vehicle speed prediction based on BiLSTM-GRU model considering driver heterogeneity

Q Li, R Cheng, H Ge - Physica A: Statistical Mechanics and its Applications, 2023 - Elsevier
Short-term vehicle speed prediction is an essential part of Intelligent Transportation Systems
(ITS), which influences the critical parameter for high-level energy management of electric …

Stability analysis of heterogeneous traffic flow influenced by memory feedback control signal

T Wang, R Cheng, Y Wu - Applied Mathematical Modelling, 2022 - Elsevier
Urban traffic is develo** rapidly in the direction of intelligence and networking. In order to
further enhance the role of connected vehicles in improving the traffic characteristic of the …

Congestion and phase transitions of heterogeneous continuum model with large trucks mixed with conventional vehicles and ACC vehicles

G Peng, M Xu, H Tan - Chaos, Solitons & Fractals, 2024 - Elsevier
It is common that there are large trucks mixed in the road, and the traffic situation has
become more complicated. Moreover, the existence of large trucks and adaptive cruise …

A continuum model considering the uncertain velocity of preceding vehicles on gradient highways

C Zhai, W Wu - Physica A: Statistical Mechanics and its Applications, 2022 - Elsevier
Gradient roads are not uncommon in mountainous areas and freeways. The driving field of
vision will be limited under such a complex road environment, which hinders the drivers from …

A reinforcement learning scheme for the equilibrium of the in-vehicle route choice problem based on congestion game

B Zhou, Q Song, Z Zhao, T Liu - Applied Mathematics and Computation, 2020 - Elsevier
In this paper, the Bush–Mosteller (BM) reinforcement learning (RL) scheme is introduced to
model the route choice behaviors of the travelers in traffic networks, who aim to seek the …

An extended car-following model considering driver's memory and average speed of preceding vehicles with control strategy

Y Sun, H Ge, R Cheng - Physica A: Statistical Mechanics and Its …, 2019 - Elsevier
Considering effect of driver's memory and average speed effect of preceding vehicles, an
extended car-following model is proposed in this paper. The control signal including the …

Longitudinal car-following control strategy integrating predictive collision risk

S Li, B Zhou, M Xu - Applied Mathematical Modelling, 2023 - Elsevier
Many controllers have been designed for the longitudinal car-following mode of connected
and automated vehicles. The existing body of research shows that these controllers more or …

Analysis of optimal velocity deviation with reaction time up to second order in a lattice hydrodynamic model with V2X communication

S Mehta, M Mehra, P Redhu - International Journal of Non-Linear …, 2025 - Elsevier
In real-world driving scenarios, numerous factors such as driver behavior, road conditions,
weather conditions and vehicle capabilities contribute to deviations among the driver's …

An extended two-lane car-following model considering the influence of heterogeneous speed information on drivers with different characteristics under honk …

B Yu, H Zhou, L Wang, Z Wang, S Cui - Physica A: Statistical Mechanics …, 2021 - Elsevier
As the driver is the decision-maker and executor of driving behavior, the driver's subjective
awareness plays a considerable role in the traffic environment. In the real two-lane traffic …

[HTML][HTML] Analysis of drivers' characteristics on continuum model with traffic jerk effect

C Zhai, W Wu - Physics Letters A, 2018 - Elsevier
In this paper we propose an enhanced continuum model for traffic flow considering the effect
of driver characteristics and traffic jerk. Based on the linear stability condition, the sufficient …