Fitting a hyperbola through a set of points

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Ravi Mudragada
Ravi Mudragada 2022 年 9 月 14 日
コメント済み: Ravi Mudragada 2022 年 9 月 15 日
I'm trying to fit a hyperbola through given data points. The code works fine for the first set of points but does not work for the other sets of points. The code based on this answer (https://in.mathworks.com/matlabcentral/answers/355943-how-can-we-fit-hyperbola-to-data#answer_280986) is below and the accompanying data is attached. Any suggestions would be highly encouraged!
clear all;
data=readtable("PI-No-StrainRate.xlsx");
x1=data.P1;
y1=data.I1;
%x1=data.P2; % Uncomment to replicate issue
%y1=data.I2; % Uncomment to replicate issue
hyprb = @(b,x1) b(1) + b(2)./(x1+b(3)); % Generalised Hyperbola
NRCF = @(b) norm(y1 - hyprb(b,x1)); % Residual Norm Cost Function
B0 = [0, 0, 0];
%options = optimset('MaxFunEvals',800000);
B1 = fminsearch(NRCF, B0);%options); % Estimate Parameters
figure(1)
%plot(y1, x1, '+r')
%x2 = [0:1:30];
hold on
plot(y1, x1, 'ko', hyprb(B1,x1), x1, '-r')
xlabel('Impulse (MPa-msec)')
ylabel('Pressure (MPa)')
hold on
%plot(y1,y1-hyprb(B1,x1))
grid on
text(15, 10, sprintf('y = %.4f %+.4f/(x %+.4f)', B1))
hold off
%x0 = [0,100];
%[B,resnorm,residual,exitflag,output] = lsqcurvefit(hyprb,B0,x1,y1);
%plot(x1,hyprb(B, x1),'b-')
%grid on

採用された回答

Torsten
Torsten 2022 年 9 月 14 日
編集済み: Torsten 2022 年 9 月 14 日
Remove the NaN value in the last position of data.P2 and data.I2:
clear all;
data=readtable("https://de.mathworks.com/matlabcentral/answers/uploaded_files/1124700/PI-No-StrainRate.xlsx");
%x1=data.P1;
%y1=data.I1;
x1=data.P2; % Uncomment to replicate issue
x1 = x1(1:end-1);
y1=data.I2; % Uncomment to replicate issue
y1 = y1(1:end-1);
hyprb = @(b,x1) b(1) + b(2)./(x1+b(3)); % Generalised Hyperbola
NRCF = @(b) norm(y1 - hyprb(b,x1)); % Residual Norm Cost Function
B0 = [0, 0, 0];
%options = optimset('MaxFunEvals',800000);
B1 = fminsearch(NRCF, B0);%options); % Estimate Parameters
figure(1)
%plot(y1, x1, '+r')
%x2 = [0:1:30];
hold on
plot(y1, x1, 'ko', hyprb(B1,x1), x1, '-r')
xlabel('Impulse (MPa-msec)')
ylabel('Pressure (MPa)')
hold on
%plot(y1,y1-hyprb(B1,x1))
grid on
text(15, 10, sprintf('y = %.4f %+.4f/(x %+.4f)', B1))
hold off
%x0 = [0,100];
%[B,resnorm,residual,exitflag,output] = lsqcurvefit(hyprb,B0,x1,y1);
%plot(x1,hyprb(B, x1),'b-')
%grid on

その他の回答 (1 件)

William Rose
William Rose 2022 年 9 月 14 日
The columns in the workbook are 12 long for P1, I1. The columns are 11 long for P2,I2.
When readtable() reads the workbook, it assigns NaN values to the final row of I2,P2. These Nan values are throwing off the fit. Do not include the last row of values in I2, P2, and it works fine.
data=readtable("PI-No-StrainRate.xlsx");
%x1=data.P1;
%y1=data.I1;
x1=data.P2(1:end-1); % Uncomment to replicate issue
y1=data.I2(1:end-1); % Uncomment to replicate issue
hyprb = @(b,x1) b(1) + b(2)./(x1+b(3)); % Generalised Hyperbola
NRCF = @(b) norm(y1 - hyprb(b,x1)); % Residual Norm Cost Function
B0 = [0, 0, 0];
%options = optimset('MaxFunEvals',800000);
B1 = fminsearch(NRCF, B0);%options); % Estimate Parameters
figure(1)
%plot(y1, x1, '+r')
%x2 = [0:1:30];
hold on
plot(y1, x1, 'ko', hyprb(B1,x1), x1, '-r')
xlabel('Impulse (MPa-msec)')
ylabel('Pressure (MPa)')
hold on
%plot(y1,y1-hyprb(B1,x1))
grid on
text(15, 10, sprintf('y = %.4f %+.4f/(x %+.4f)', B1))
hold off
Are you aware that you are plotting x on the vertical axis and y on the horizontal axis? That is up to you, of course.
I would define the fitting funciton as
hyprb = @(b,x1) b(1) + b(2)./(x1-b(3)); % note that I changed the sign on b(3)
because if you do, then b(1) is the coordinate of the vertical asymptote and b(3) is the coordinate of the horizontal asymptote, and with this change, the equation for the hyperbola can be rewritten
(y-b1)(x-b3)=b2
which has a nice symmetry. That version of the formula is not useful in your code, but it is nice for explaining the equation.
Good luck.
  3 件のコメント
Ravi Mudragada
Ravi Mudragada 2022 年 9 月 15 日
Did that! However your explanation of the issue helped a lot too. Much appreciated!

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