Kalman滤波 Resources

Showing items tagged with "Kalman滤波"

MATLAB implementation of the Interactive Multiple Model (IMM) algorithm featuring left-turn, right-turn, and constant velocity motion models. Utilizes Kalman filtering for state prediction and estimation, with comprehensive error evaluation methods and visualization results. Designed for target tracking applications with position-velocity state space representation. Includes modules for: moving target tracking, model transition probability updates, and Kalman filter implementation.

MATLAB 291 views Tagged

This program simulates radar target tracking with Kalman filter implementation, demonstrating trajectory estimation error comparison between filtered and actual trajectories. It provides separate visualization of tracking errors in X and Y directions, serving as an excellent learning example for beginners in estimation theory and sensor fusion algorithms.

MATLAB 259 views Tagged

This article traces the development journey of Extended Kalman Filter, providing valuable insights for beginners studying optimal estimation techniques, with practical code implementation considerations.

MATLAB 248 views Tagged