Traffic Light Control System (TLCS), Reinforcement Learning (RL), Deep Reinforcement learning (DRL), Deep Q Network (DQN), Deep Deterministic Policy Gradient (DDPG), Dueling Double Deep Q-Network (D3Q

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• Published Subscription 28 Jan 2022

  Comparative Study of Reinforcement Learning Algorithms on Traffic Light Control System

  By Partha Ghosh, Anirban Dan, Abhi Goswami, Nilagnik Chakraborty, Amit Chakraborty

  Abstract: With the changing times, the need of upgraded and efficient state-of-the-art traffic light control system is truly required. How well do various state-of-the-art algorithms handle complex real-life situations, more technically speaking, how well the reward function operates and minimizes the waiting time, is the prime question of the hour. Here we have successfully employed three reinforcement learning agents-REINFORCE, D3QN and DDPG each of which can independently handle large volumes of …

  Published in Journal of Artificial Intelligence Research & Advances · Vol. 8, Issue 3, 2021 · pp. 33–45 Read article →