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Winner SuperAI SS3 Level2 Hackathon 3 ROBOTICS - OBSTACLE AVOIDANCE: Mobile Robot With Reinforcement Learning

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Objective

Making TurtleBot3 run toward its goal without colliding with obstacles, using only reinforcement learning image

Turtlebot3 hardware

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Implementation

  • We created a custom environment, using GYM(OpenAI) to connect with ROS2 Gazebo, which's robot operating system of TurtleBot3.
  • trained robot by Proximal Policy Optimization(PPO) model from Stable Baseline3.

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Experiment

  • visualized result via TensorBoard and tuned model by changing/calculating observation (state in reinforcement learning) and reward functions. image

Credits

Machima team

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ROBOTICS - OBSTACLE AVOIDANCE

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