ROS2 Path Planning and Maze Solving with Computer Vision | Udemy


ROS2 Path Planning and Maze Solving with Computer Vision | Udemy [Update 06/2024]
English | Size: 8.57 GB
Genre: eLearning

Mobile Robot Localization , Navigation and Motion Planning with Robot Operating System 2

What you’ll learn
Build your own Maze Solving Simulation (ROS2)
Write Search algorithms [A* , Dijikstra, Min Heap]
Computer Vision techniques e.g. (Detection, Segmentation)
Deep Dive with Custom-built Navigation Graphs

This course is focus on Maze Solving behavior of robot In a Simulation based on ROS2. Computer Vision is the key focus with integrated important robotics algorithms of Motion Planning . The type of robot we will be using is Differential Drive Robot with a caster wheel . Course is structured with below main headings .

  1. Custom Robot Creation
  2. Gazebo and Rviz Integerations
  3. Localization
  4. Navigation
  5. Path Planning

From our robot to last computer vision Node ,we will create every thing from scratch . Python Object Oriented programming practices will be utilized for better development.

Learning Outcomes

– Simulation Part

  • Creation Custom Robot Design in Blender ( 3D modeling )
  • Bringing Maze Bot into ROS Simulation powered by Gazebo and RVIZ
  • Drive your robot with Nodes
  • Add Sensor for better perception of Environment
  • Build different Mazes to be solved

– Algorithm Part

  • Localization with Fore and Back ground extraction
  • Mapping with Graphs Data Structure
  • Path Planning with
    • A* search
    • Dijikstra
    • DFS Trees
    • Min Heap
  • Navigation while avoiding Obstacles and GTG behavior

Pre-Course Requirments

Software Based

  • Ubuntu 20.04 (LTS)
  • ROS2 – Foxy Fitzroy
  • Python 3.6
  • Opencv 4.2

Skill Based

  • Basic ROS2 Nodes Communication
  • Launch Files
  • Gazebo Model Creation
  • Motivated mind 🙂

All the codes for reference are available on git hub repository of this course .

Get a good idea by going through all of our free previews available and feel free to Contact in case of any confusion  🙂

Who this course is for:

  • Robotics Researchers
  • Engineers wanting to embark in the fields of Computer Vision, Artificial Intelligence and Robotics
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