Instrumentation & Robotics
Choosing Between Kalman and Particle Filters for Robot Navigation
Choosing between Kalman and Particle filters for robot navigation hinges on the trade-off between computational efficiency and the ability to handle non-linear motion and non-Gaussian noise. This guide outlines the strengths of each filter family and provides a framework for selecting the optimal algorithm for your specific robotics project.
Yasmin Haddad·November 7, 2026