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Online polynomial linear curve fitting in Simulink

조회 수: 1(최근 30일)
Ehab Abdelkarim
Ehab Abdelkarim 2021년 8월 30일
댓글: Ehab Abdelkarim 2021년 8월 31일
How to fit curves in Simulink and still generate the code?
I have a model of a sensor in Simulink, that returns vectors "Pos_x" and "Pos_y". Each vector has size of 20x1, whose values change every one step time (1ms).
I am trying to calculate the coeffecients of the 3rd degree Polynomial y(x) = p1*x^3 + p2*x^2 + p3*x + p4 in Simulink, that fits the data.
I did not find any block in simulink that calculates the coeffecients, so I used a simple Matlab function
function [p1, p2, p3, p4] = fcn(x,y)
% f(x) = p1*x^3 + p2*x^2 + p3*x + p4
f = fit(x', y', 'Poly3'); % I have also tried "polyfit"
p1 = f.p1;
p2 = f.p2;
p3 = f.p3;
p4 = f.p4;
but I get the error: Function 'fit' not supported for code generation.
1- so back to my qustion, How to fit curves in Simulink and still generate the code?
2- I am also open to any other suggestion

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Jonas 2021년 8월 31일
If you have the DSP Systems Toolbox you can use the Least Squares Polynomial Fit block.
Standard Simulink does not have an alternative as far as I can see. Unless you implement a curve fitting algorithm yourself in a MATLAB Function block. If it is just for testing some stuff the DSP Systems Toolbox seems the alternative.
  댓글 수: 2
Ehab Abdelkarim
Ehab Abdelkarim 2021년 8월 31일
Thanks for the idea Jonas. finally I could manipulate the Block to adapt to my case.

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