how to fit the curve and delete the original data point and save the fitted curve
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Hello Everyone,
I have few data sets and want to fit the curve, so that my curves will look smooth.
I am sharing the code here, would you please guide me;
p_pro_100_=[
5.8045
5.2853
5.0573
4.4518
3.1702
1.7467 ];
p_pro_4_=[
6.1060
4.5033
5.4187
4.8306
4.5205
4.0070
3.4725
];
p_pro_50um_ =[6.0051
4.4763
4.1868
2.0373
];
cy_50 = [4 300 400 450]';
cy = [4 100 200 300 400 500 600]';
cy_100 =[4 100 200 300 350 370]';
figure
hold on
ax = gca;
ax.XTick = 100:100:600;
plot(cy,p_pro_4,'-o',LineWidth= 4)
plot(cy_50,p_pro_50um,'-*',LineWidth= 4)
plot(cy_100,p_pro_100,'-^',LineWidth= 4)
legend ('20','50','100')
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采纳的回答
Atithi
2023-7-6
To fit a smooth curve to your data sets, you can use interpolation or curve fitting techniques. One common approach is to use the interp1 function in MATLAB/Octave, which performs linear interpolation by default. Here's an example of how you can modify your code to include curve fitting:
In this code, the interp1 function is used to interpolate the data points onto a finer grid (cy_fit) using spline interpolation. The resulting interpolated data is then plotted to obtain smooth curves. Feel free to adjust the interpolation method or the number of points in the cy_fit grid to suit your needs.
p_pro_100_ = [5.8045; 5.2853; 5.0573; 4.4518; 3.1702; 1.7467];
p_pro_4_ = [6.1060; 4.5033; 5.4187; 4.8306; 4.5205; 4.0070; 3.4725];
p_pro_50um_ = [6.0051; 4.4763; 4.1868; 2.0373];
cy_50 = [4 300 400 450]';
cy = [4 100 200 300 400 500 600]';
cy_100 = [4 100 200 300 350 370]';
% Perform curve fitting
cy_fit = linspace(min(cy), max(cy), 1000); % Generate a finer grid for smooth curve
p_pro_4_fit = interp1(cy, p_pro_4_, cy_fit, 'spline');
p_pro_50um_fit = interp1(cy_50, p_pro_50um_, cy_fit, 'spline');
p_pro_100_fit = interp1(cy_100, p_pro_100_, cy_fit, 'spline');
figure
hold on
ax = gca;
ax.XTick = 100:100:600;
plot(cy_fit, p_pro_4_fit, '-o', 'LineWidth', 0.2)
plot(cy_fit, p_pro_50um_fit, '-*', 'LineWidth', 1)
plot(cy_fit, p_pro_100_fit, '-^', 'LineWidth', 1)
legend('20', '50', '100')
Do let me know if it helps.
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