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Identification of PieceWise Linear and Homogeneous Zone Detection

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Identification of PieceWise Linear and Homogeneous Zone Detection

by Joseph Morlier

 

02 Feb 2005 (Updated 08 Feb 2005)

1D signal:Identification of PieceWise Linear by multiple regression.

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Description

Project:1D signal:Identification of PieceWise Linear by multiple regression

Detection of homogeneous zone using entropie
Projection in the Hough space (1D) I/O

Inputs: 1D signal (xe,ye)
Simulated data (Figure 12);
Outputs: Entropie signal (xee,yee)
Line positions, position
Line lengths, longueur
Line slopes, pente
Error of regression, e

Purpose: E=0:
Identification of PieceWise Linear (Figure 1)
Projection in the Hough space (Figure 2,3)
E=1:
Identify homogeneous zone of a signal (detect also singularity or abrupt changes)(Figure 1)
Projection in the 1D Hough space (Length of the line,position of the line) (Figure 2,3)

MATLAB release MATLAB 6.5 (R13)
Other requirements Matlab codes also used corrcoef, polyfit, plotc, plumbplot3 for slope(°) calculus use: pente(u)=atan(alpha(1))*180/pi; instead of pente(u)=(alpha(1))*180/pi;
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Comments and Ratings (2)
09 Oct 2005 Piotr Dollar

needs to be a function, not a script [hard to interface]. worked well on easy data, poorly on noisy data, although I am not sure if there were parameters to set [poor interface]

31 Jan 2008 Sergio GM

Error is high even for simple data.

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Updates
08 Feb 2005

Small changes must be done to estimate the slope in degrees :
for slope(°) calculus use:
pente(u)=atan(alpha(1))*180/pi;
instead of
pente(u)=(alpha(1))*180/pi;

Tag Activity for this File
Tag Applied By Date/Time
audio processing Joseph Morlier 22 Oct 2008 07:40:33
video processing Joseph Morlier 22 Oct 2008 07:40:33
line detection Joseph Morlier 22 Oct 2008 07:40:33
hough Joseph Morlier 22 Oct 2008 07:40:33
homogeneous zone Joseph Morlier 22 Oct 2008 07:40:33
piecewise Joseph Morlier 22 Oct 2008 07:40:33
entropie Joseph Morlier 22 Oct 2008 07:40:33
line detection wangjs 12 Apr 2010 17:22:51

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