Skip to content

A demo for the performace evaluation of different kinds of Kalman filters, including the conventional Kalman filter (KF), the unscented Kalman filter (UKF), the extended Kalman filter (EKF), the embedded/imbedded cubature Kalman filter (ICKF/ECKF), the third-degree cubature Kalman filter (CKF) and the fifth-degree cubature Kalman filter (FCKF).

Notifications You must be signed in to change notification settings

irvingzhang/KalmanFiltering

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

6 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

KalmanFiltering

This is a demo for the performance comparison of different kinds of Kalman filters. All rights reserved by Xin-Chun Zhang. It can be compiled by Visual Studio 2010 and 2012. And the complied executable file can be downloaded via http://download.csdn.net/detail/irving8/5634877. If there is any question, please don't hesiate to contact me! My personal e-mail address is : [email protected].


Of course, you are suggested to read the following articles for better understanding of Kalman filtering algorithms:

[1] X. C. Zhang, C. J. Guo, "Cubature Kalman filters: Derivation and extension," Chinses Physics B, vol.22, no.12, 128401, DOI: 10.1088/1674-1056/22/12/128401

[2] X. C. Zhang, Y. L. Teng, "A new derivation of the cubature Kalman filters," Asian Journal of Control, vol. 16, no.5, pp. 1501–1510, DOI: 10.1002/asjc.926

[3] X. C. Zhang, "Cubature information filters using high-degree and embedded cubature rules," Circuits, Systems, and Signal Processing,vol.33, no.6, pp.1799-1818, DOI: 10.1007/s00034-013-9730-0

About

A demo for the performace evaluation of different kinds of Kalman filters, including the conventional Kalman filter (KF), the unscented Kalman filter (UKF), the extended Kalman filter (EKF), the embedded/imbedded cubature Kalman filter (ICKF/ECKF), the third-degree cubature Kalman filter (CKF) and the fifth-degree cubature Kalman filter (FCKF).

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published