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Linear Kalman Filter

by Amir Omidvarnia

 

25 Oct 2010 (Updated 24 Nov 2010)

A fully commented script which explains Linear Kalman Filtering in the form of a simple example.

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Description

This script implements the linear Kalman filter and shows its performance on a 2nd order under-damped LTI system.

The code consists of two main parts. In the first part, a noisy model with two state variables is simulated and in the second part, Kalman filtering is applied to estimate the real observations.

 To write this code, I've got help from ReBEL MATLAB toolkit, available at:
 http://choosh.csee.ogi.edu/rebel/
(in particular, 'dempe1.m' located in '..\examples\parameter_estimation')

MATLAB release MATLAB 7.10 (2010a)
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Updates
26 Oct 2010

A screenshot was added to the page.

29 Oct 2010

Some minor changes were applied on the comments.

29 Oct 2010

Some minor changes were applied on the comments.

24 Nov 2010

A small changes was applied onto the code.

Tag Activity for this File
Tag Applied By Date/Time
kalman Amir Omidvarnia 26 Oct 2010 11:41:03
kalman filtering Amir Omidvarnia 26 Oct 2010 11:41:03
linear estimation Amir Omidvarnia 26 Oct 2010 11:41:03
state space estimation Amir Omidvarnia 26 Oct 2010 11:41:03
linear kalman filter Amir Omidvarnia 26 Oct 2010 11:41:03
kalman Julio 26 Nov 2010 15:09:10

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