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Piecewise Interpolation
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function [] = q10 | |
% Data Set | |
X = [0.10, 0.15, 0.20, 0.30, 0.35, 0.50, 0.75]; | |
Y = [3.00, 2.00, 1.20, 2.10, 2.00, 2.50, 2.50]; | |
% Construct Interpolatants | |
[p1] = polyfit(X,Y,6); | |
[p2] = spline(X,Y); | |
[p3] = custom(0.1); | |
[p4] = custom(0.01); | |
[p5] = custom(0.001); | |
% Plot | |
x = [0: 0.01: 0.9]; | |
y1 = polyval(p1,x); | |
y2 = ppval(p2,x); | |
y3 = p3(x); | |
y4 = p4(x); | |
y5 = p5(x); | |
axis([0,10,-50,50]) | |
xlim([0 1.1]) | |
plot(x,y1,x,y2,x,y3,x,y4,x,y5); | |
xlabel('x'); | |
ylabel('y'); | |
hold on; | |
legend('polyfit','spline','custom 0.1','custom 0.01','custom 0.001'); | |
line([0.05,0.05],[-5,15]); hold on; | |
line([0.01,0.01],[-5,15]); hold on; | |
line([0.8,0.8],[-5,15]); | |
end | |
function [p] = custom(e) | |
A = ones(8,8); | |
X = [0.10, 0.15, 0.20, 0.30, 0.35, 0.50, 0.75]; | |
Y = [3.00, 2.00, 1.20, 2.10, 2.00, 2.50, 2.50]; | |
phi0 = @(x) 1 ; | |
phi1 = @(x) sqrt((x - X(1)).^2 + e^2) - e ; | |
phi2 = @(x) sqrt((x - X(2)).^2 + e^2) - e ; | |
phi3 = @(x) sqrt((x - X(3)).^2 + e^2) - e ; | |
phi4 = @(x) sqrt((x - X(4)).^2 + e^2) - e ; | |
phi5 = @(x) sqrt((x - X(5)).^2 + e^2) - e ; | |
phi6 = @(x) sqrt((x - X(6)).^2 + e^2) - e ; | |
phi7 = @(x) sqrt((x - X(7)).^2 + e^2) - e ; | |
for i = 2:8 | |
A(i,2) = phi1(X(i-1)); | |
A(i,3) = phi2(X(i-1)); | |
A(i,4) = phi3(X(i-1)); | |
A(i,5) = phi4(X(i-1)); | |
A(i,6) = phi5(X(i-1)); | |
A(i,7) = phi6(X(i-1)); | |
A(i,8) = phi7(X(i-1)); | |
end | |
y = [0,Y]'; | |
C = A\y; | |
p = @(x) C(1)*phi0(x) + C(2)*phi1(x) + C(3)*phi2(x) + C(4)*phi3(x) + C(5)*phi4(x) + C(6)*phi5(x) + C(7)*phi6(x) + C(8)*phi7(x); | |
end |
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