How to use exponential function to fit my data?

Question

Taoooooooooooo 2021-11-3

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此问题的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/1578575-how-to-use-exponential-function-to-fit-my-data

评论： Mathieu NOE 2021-11-19

Hi,

I tried to use lsqcurvefit function to fit my data and the results did not look right at all. The x and y are attached above where y is the center_voxel (80-by-1Matrix). Please help and here is my code:

x = linspace(0,128,80);
y = center_voxel';
xdata=x;
ydata=y;
lb = [-100, -100, -100];
ub = [100, 100, 100];
fun = @(xx,xdata)xx(1).*exp(xx(2).*xdata)+xx(3);                           
x0 = [0.5, 0.5, 0.5];
xx = lsqcurvefit(fun,x0,xdata,ydata,ub,lb)
yy = linspace(xdata(1),xdata(end));
figure
plot(xdata, ydata, 'pg')
hold on
plot(yy, fun(xx,yy),'r-')

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Answer 1

Mathieu NOE 2021-11-5

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此回答的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/1578575-how-to-use-exponential-function-to-fit-my-data#answer_824389

在 MATLAB Online 中打开

hello

try this

clc
clearvars
load('x axis.mat')
load('y axis.mat')
x = linspace(0,128,80);
y = center_voxel';
f = @(a,b,c,x) a.*exp(x.*b)+c;
obj_fun = @(params) norm(f(params(1), params(2), params(3),x)-y);
sol = fminsearch(obj_fun, [-y(end),-1e-1,y(end)]);
a = sol(1)
b = sol(2)
c = sol(3)
figure;
plot(x, y, '+', 'MarkerSize', 10, 'LineWidth', 2)
hold on
plot(x, f(a, b,c, x), '-');grid on
xlabel('x');
ylabel('y');
a =  -3.5863e+03
b =   -0.0143
c =   3.4995e+03