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Autonomous Exploration RRT SLAM

Project Description

This project addresses the subproblem of efficiently exploring unknown environments using RRT-SLAM to obtain a well-defined map. The algorithm identifies target points yielding the biggest contribution to a specific gain function at an initially unknown algorithm. Using which, it can efficiently search non-convex, high dimensional spaces by randomly drawing samples from the search space and building a space-filling tree that is inhertly biased to grow towards large unsearched areas.

animated

animated

Platform

  • Ubuntu 18.04 LTS
  • ROS Melodic
  • Gazebo
  • RViz

Implementation

Navigate to the ROS package in the catkin_ws folder

$ catkin_make

$ source devel/setup.bash

roslaunch explore_env turtlebot_gazebo.launch

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