State Estimation

Kalman or Particle? Picking the Right State Estimator for Your Autonomous Robot

Selecting the right state estimator for your autonomous robot hinges on its motion model linearity, noise characteristics, and robustness requirements. This guide provides a decision framework comparing Kalman filters (EKF, UKF) against Particle Filters (PF) for mobile robot localization.