Autonomous Robots - Introduction

TODO…

There are lots of great books about autonomous mobile robots out there. I think they all try to provide comprehensive and deep views on so many topics. In contrary to them, I am trying to provide the minimal(I hope) contents you need to know to build an autonomous mobile robot.


Planned chapters:

  • Introduction
  • Linear algebra
  • Probability
    • Gaussian distribution
      • Covariance projection
  • Non-linear optimization
  • Position and Orientation
  • Map Representations
    • Geometry map
    • Semantic map
  • Filters
    • KF, EKF, Particle filters
  • Perception
    • Sensors
    • Detection
    • Tracking
  • Localization
  • Mapping
    • Offline
    • SLAM
  • Planning and Control
    • Route planning
    • Path planning
    • Control
      • PID
      • MPC
Written on January 28, 2021