Would I able to load a Gazebo world as a training model into rlSimulinkEnv function ?

2 vues (au cours des 30 derniers jours)
Hi, I'm trying to use Simulink to apply turtlebot3 to do deep reinforcement learning simulation, the tutorial I'm following is from Robotics Arena DRL for Walking Robots.
I face a problem is that I want to load the Gazebo model such like turtlebot3_world.world instead of the walking robot model, but I didn't find any tutorial about it.
Here is the code at the file createWalkingAgent2D.m
% Environment
mdl = 'walkingRobotRL2D';
load_system(mdl);
blk = [mdl,'/RL Agent'];
env = rlSimulinkEnv(mdl,blk,observationInfo,actionInfo);
If there is anyone knows it, please give me some advicess. Thank you!!
  1 commentaire
Vishal Jadhav
Vishal Jadhav le 11 Juil 2022
Hello Jen,
I am trying to use Matlab script to apply TB3 to deep reinforcemnet learning simulation. Can you share how you defined custom gazebo world as env for this project? I have my custom world and python script for resetting world in ROS-Gazebo but I need to do that with MATLAB.

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Réponse acceptée

Cam Salzberger
Cam Salzberger le 18 Fév 2021
Hello Jen-Yu,
Loading a Simulink model that simulates a robot is very different than loading a Gazebo world. There is currently no capability for loading a Gazebo model inside of Simulink and accessing data from it directly.
You can, however, run Gazebo externally and load the model into that. You can then communicate with Gazebo using Gazebo Co-Simulation, ROS, or ROS 2, and feed the data received from that into your reinforcement learning algorithm. Gazebo Co-Simulation will provide a higher level of control over the Gazebo simulation, and may have more consistent performance. It may be easier to get started with ROS or ROS 2, though, since TurtleBot3 is set up to use it already.
-Cam
  3 commentaires
Emmanouil Tzorakoleftherakis
If you don't use Simulink, you don't need to use rlSimulinkEnv. But you would need to create a custom environment in MATLAB following directions here.
Jen-Yu Lee
Jen-Yu Lee le 22 Fév 2021
Hi Emmanouil Tzorakoleftherakis, thank you for your answer, I'll try it.

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