Publications by authors named "Anum Mushtaq"
Sensors (Basel)
February 2023
Article Synopsis
- Intelligent traffic management systems are increasingly utilizing Reinforcement Learning (RL), particularly in applications like autonomous driving and traffic management.
- The paper introduces a Multi-Agent Reinforcement Learning (MARL) approach to optimize traffic flow for autonomous vehicles, leveraging techniques like Multi-Agent Advantage Actor-Critic (MA2C) and Independent Advantage Actor-Critic (IA2C).
- Simulations conducted on a seven-intersection road network using SUMO software indicate that MA2C, trained on pseudo-random vehicle flows, demonstrates superior performance compared to other methods, highlighting its potential effectiveness in traffic signal optimization.
