Robotics, Kalman Filter, Robot Operating System, State Estimation, Artificial Intelligence.
or react too slowly to genuine changes in the state. In scenarios where state transitions or measurements are intrinsically non-linear, alternatives to the Linear Kalman Filter, such as the Extended Kalman Filter (EKF) or the Unscented Kalman Filter (UKF), are employed. These filters incorporate