Robotics, Kalman Filter, Robot Operating System, State Estimation, Artificial Intelligence.
measurement covariance Q_t​), K_t​ will be smaller, resulting in less incorporation of the innovation. Conversely, with greater confidence in our sensors, more of the measurement will influence the updated mean. In line 6, the filter adjusts the covariance Σ_t of the posterior belief to reflect the