Vehicles control: Collision avoidance using federated deep reinforcement learning

BB Elallid, A Abouaomar, N Benamar… - … 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
In the face of growing urban populations and the escalating number of vehicles on the
roads, managing transportation efficiently and ensuring safety have become critical …

[HTML][HTML] Enhancing Autonomous Driving Navigation Using Soft Actor-Critic

BB Elallid, N Benamar, M Bagaa, Y Hadjadj-Aoul - Future Internet, 2024 - mdpi.com
Autonomous vehicles have gained extensive attention in recent years, both in academia and
industry. For these self-driving vehicles, decision-making in urban environments poses …

A reinforcement learning based autonomous vehicle control in diverse daytime and weather scenarios

B Ben Elallid, M Bagaa, N Benamar… - Journal of Intelligent …, 2024 - Taylor & Francis
Autonomous driving holds significant promise for substantially reducing road fatalities.
Unlike traditional machine learning methods that have conventionally been applied to …

Deep Reinforcement Learning for Autonomous Vehicle Intersection Navigation

BB Elallid, H El Alaoui… - … Conference on Innovation …, 2023 - ieeexplore.ieee.org
In this paper, we explore the challenges associated with navigating complex T-intersections
in dense traffic scenarios for autonomous vehicles (AVs). Reinforcement learning algorithms …

Enhancing Pedestrian Safety in Autonomous Vehicles through Machine Learning

SR Kothuri, V Nivedita, P Padmaloshani… - 2023 International …, 2023 - ieeexplore.ieee.org
Autonomous Vehicles (AVs) have the potential to transform transportation by enhancing
mobility, traffic efficiency, and road safety. Nevertheless, keeping pedestrians safe while AVs …

Safe Navigation Based on Deep Q-Network Algorithm Using an Improved Control Architecture

C Marouane, B Saad - 2024 2nd International Conference on …, 2024 - ieeexplore.ieee.org
In the last decades, the application of deep reinforcement learning algorithms in
autonomous vehicles (AVs) has become a popular research topic due to their effectiveness …

Navigating Unsignalized Intersections: Deep RL-Based Decision-Making and Control Framework for Autonomous Vehicles with Pedestrian Integration

F Sana - 2024 - uwspace.uwaterloo.ca
Unprotected left turns at unsignalized intersections, alongside pedestrians and adversarial
vehicles, pose significant challenges for Autonomous Vehicle (AV) s. These challenges stem …