The Kalman filter is the recursive estimator that turns noisy predictions and noisy sensors into a single best guess of where something is and how fast it is moving. We walk the predict-update loop, the actual equations, the gain as a trust dial, the EKF and UKF extensions, and the honest pain of tuning Q and R on real hardware.
State-Estimation
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Kalman Filters Explained