Continuous control for automated lane change behavior based on deep deterministic policy gradient algorithm

P Wang, H Li, CY Chan - 2019 IEEE Intelligent Vehicles …, 2019 - ieeexplore.ieee.org
… In our study, we apply DDPG to learn the continuous control policy of the lane change
behavior, particularly the lateral movement, from scratch in an interactive driving environment with …

Driving decision and control for automated lane change behavior based on deep reinforcement learning

T Shi, P Wang, X Cheng, CY Chan… - 2019 IEEE intelligent …, 2019 - ieeexplore.ieee.org
… In this paper, we combine the classical control … the lane change, and then use a unique
Qlearning approach with a quadratic Q-function to handle the challenge of the continuous control

Highway discretionary lane changing behavior recognition using continuous and discrete hidden markov model

O Sharma, NC Sahoo, NB Puhan - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
lane changing behavior prediction model is developed to suggest the driver to begin lane
change move to an adjacent target lane… ) are using three continuous input sequences and …

Continuous behavioral prediction in lane-change for autonomous driving cars in dynamic environments

C Dong, JM Dolan - 2018 21st International Conference on …, 2018 - ieeexplore.ieee.org
… The behavior estimation of a surrounding car serves as prior knowledge which helps the …
previous behavior estimation. The new method predicts the continuous lanechange trajectory of …

Dynamic modeling of driver control strategy of lane-change behavior and trajectory planning for collision prediction

G Xu, L Liu, Y Ou, Z Song - IEEE Transactions on Intelligent …, 2012 - ieeexplore.ieee.org
… a dynamic model of the driver control strategy of lane-change behavior and applies it to …
control strategies of adjusting longitudinal and latitudinal acceleration during the lane-change

A reinforcement learning based approach for automated lane change maneuvers

P Wang, CY Chan… - 2018 IEEE Intelligent …, 2018 - ieeexplore.ieee.org
… an automated lane change behavior such that it can intelligently make a lane change under
… Bearing this in mind, we design the lateral controller with a continuous action space to allow …

Attention-based hierarchical deep reinforcement learning for lane change behaviors in autonomous driving

Y Chen, C Dong, P Palanisamy… - Proceedings of the …, 2019 - openaccess.thecvf.com
… for continuous control. … continuous parameters. We use ǫ − greedy exploration to randomly
explore among the given set of discrete actions. Then we sample uniformly for the continuous

[HTML][HTML] Factors influencing young drivers' willingness to engage in risky driving behavior: continuous lane-changing

X Wang, L Xu - Sustainability, 2021 - mdpi.com
… Scale (YDS) to measure risky driving behavior in different countries. In this study, we
focused on a different risky driving behavior among young drivers: continuous lane-changing. …

Modeling drivers' acceleration and lane changing behavior

KI Ahmed - 1999 - dspace.mit.edu
… , such as time elapsed since the most recent lane change, on the current lane changing
behavior further complicates the … Finally, the lane changing decision is continuous in nature. …

Towards tactical lane change behavior planning for automated vehicles

S Ulbrich, M Maurer - 2015 IEEE 18th International Conference …, 2015 - ieeexplore.ieee.org
… maneuvers like lane changes in … behavior planning for lane changes. We present a way
to tackle perception uncertainties and how to achieve provident, prediction-based behavior