Abstract: This paper presents a framework for mobile robot navigation in dynamic environments using deep reinforcement learning (DRL) and the Robot Operating System (ROS). The framework enables ...

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Deep Reinforcement Learning for mobile robot navigation in ROS Gazebo simulator. Using Twin Delayed Deep Deterministic Policy Gradient (TD3) neural network, a robot learns to navigate to a random g… ...