Particle Filter

October 2023 ยท 1 min read

As part of a class project, I implemented an online particle filter localization algorithm in simulation for a robot moving through an environment represented by a pre-known occupancy grid map. The simulated robot was equipped with a noisy laser range finder.

To maintain academic integrity, my implementation of this method is kept private in a Github repository. This project involved skills in:

  • State estimation
  • Probability theory
  • Dynamic systems
  • Python