Understanding the Kalman Filter with a Simple Radar Example
Summary
This article provides a thorough, tutorial-style explanation of the Kalman Filter using a simple radar example. It covers initialization, prediction, and update steps, introduces the Kalman gain and covariance updates, and demonstrates how process and measurement noise affect uncertainty, including the Joseph form for numerical stability.