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eval_interpolator_d.m
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250 lines (221 loc) · 5.66 KB
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function [N x_r p_r] = eval_interpolator_d(tip, eps)
data = load("sunspot.dat");
x_tilda = data(:, 1)';
y_tilda = data(:, 2)';
N = length(x_tilda);
% calculul E(p(x), Nk)
k = 2;
Nretur = k ^ 2;
while (1)
h = 2 * pi / (N + 1);
Nk = 2^k;
if Nk > N
Nk = N;
endif
xk = linspace(x_tilda(1), x_tilda(N), Nk);
delta_x = (N - 1)/(Nk - 1);
for i = 1 : Nk
yk(i) = y_tilda(ceil((i - 1) * delta_x) + 1);
endfor
switch(tip)
case 1 % interpolare Lagrange
pNk = PolinomLagrange(x_tilda, xk, yk);
case 2 % interpolare Newton
pNk = PolinomNewton(x_tilda, xk, yk);
case 3 % linear spline
for i = 1 : N
pNk(i) = InterpolareLiniara(x_tilda(i), xk, yk);
endfor
case 4 % spline cubic natural
pNk = C2Natural(x_tilda, xk, yk);
case 5 % spline cubic tensionat
pNk = C2Tensionat(x_tilda, xk, yk);
case 6 % Fourier
xk = linspace(x_tilda(1), x_tilda(N), Nk + 1);
delta_x = (N - 1)/(Nk);
yk = 0;
for i = 1 : Nk + 1
yk(i) = y_tilda(ceil((i - 1) * delta_x) + 1);
endfor
pNk = TFourier(x_tilda, xk, yk);
Nk++;
endswitch
% Caluclare eroare
E(1) = max(abs(y_tilda - pNk));
if E(1) == 0 % se atinge cel mai probabil pt valori extrem de mari
N = inf;
return
endif
if length(E) == 2
if (E(1) > max(yk)^3) % valorile cresc la infinit
N = inf;
return;
endif
if (E(1) - E(2)) == 0
if E(1) < 1 % valorile tind la 0
N = Nretur;
x_r = x_tilda;
p_r = pNk;
else N = inf; % valorile cresc la infinit
endif
return;
endif
if norm(E(1) - E(2)) < eps % oprire la eroarea dorita
N = Nretur;
x_r = x_tilda;
p_r = pNk;
return;
endif
endif
% trecere la pasul urmator
E(2) = E(1);
x_r = x_tilda;
p_r = pNk;
k++;
Nretur = Nk;
endwhile
endfunction
function val = PolinomLagrange(b, x, y)
n = length(x);
nb = length(b);
val = zeros(1, nb);
% calcul valoare polinom Lagrange
for k = 1 : n
prod(1:nb) = y(k);
for i = 1 : n
if i ~= k
prod .*= (b - x(i)) / (x(k) - x(i));
endif
endfor
val += prod;
endfor
endfunction
function val = PolinomNewton(b, x, y)
n = length(x);
% calcul diferente divizate
F(1:n) = y(1:n);
for i = 1 : n - 1
for j = n : -1 : i+1
F(j) = (F(j-1) - F(j)) / (x(j - i) - x(j));
endfor
endfor
% calcul valoare polinom Newton
nb = length(b);
prod = ones(1, nb);
val(1 : nb) = F(1);
for i = 1 : n - 1
prod .*= b - x(i);
val += prod * F(i + 1);
endfor
endfunction
function val = InterpolareLiniara(b, x, y)
n = length(x);
for i = 1 : n - 1
% cauta intervalul in care se afla b
if b >= x(i) && b <= x(i+1)
m = (y(i + 1) - y(i)) / (x(i+1) - x(i));
n = (x(i+1) * y(i) - x(i) * y(i+1)) / (x(i+1) - x(i));
val = m * b + n;
return;
endif
endfor
val = 0;
endfunction
function val = C2Natural(x0, x, y)
% initializari
n = length(x);
a(1:n) = y(1:n);
h(1:n-1) = x(2:n) - x(1:n-1);
% creare matrice tridiagonala
ma(1:n-2) = h(1:n-2);
ma(n-1) = 0;
mb(1) = 1;
mb(2:n-1) = 2 * (h(1:n-2) + h(2:n-1));
mb(n) = 1;
mc(1) = 0;
mc(2:n-1) = h(2:n-1);
g(1) = 0;
g(2:n-1) = 3*(a(3:n) - a(2:n-1))/h(2:n-1) - 3*(a(2:n-1) - a(1:n-2))/h(1:n-2);
g(n) = 0;
% rezolvare sistem
c = Thomas(ma, mb, mc, g);
% calculare coeficienti ramasi
for i=1:n-1
d(i) = (c(i+1) - c(i))/(3 * h(i));
b(i) = (a(i+1) - a(i))/h(i) - h(i)/3 * (2*c(i) + c(i+1));
endfor
% calculare valori polinom
nx = length(x0);
for k = 1 : nx
for i=1:n-1
if x0(k) >= x(i) && x0(k) <= x(i+1)
val(k) = a(i) + b(i) * (x0(k) - x(i)) + c(i) * (x0(k) - x(i))^2 + d(i)*(x0(k) - x(i))^3;
break;
endif
endfor
endfor
endfunction
function val = C2Tensionat(x0, x, y)
% initializari
n = length(x);
a(1:n) = y(1:n);
h(1:n-1) = x(2:n) - x(1:n-1);
% creare matrice tridiagonala
ma(1:n-1) = h(1:n-1);
mb(1) = 2 * h(1);
mb(2:n-1) = 2 * (h(1:n-2) + h(2:n-1));
mb(n) = 2 * h(n-1);
% calculare derivate in capete
df1 = (y(2) - y(1)) / (x(2) - x(1));
dfN = (y(n) - y(n-1)) / (x(n) - x(n-1));
g(1) =3 * (a(2) - a(1))/h(1) - 3 * df1;
g(2:n-1) = 3 * (a(3:n) - a(2:n-1))/h(2:n-1) - 3 * (a(2:n-1) - a(1:n-2))/h(1:n-2);
g(n) = 3 * dfN - 3 * (a(n)-a(n-1))/h(n-1);
% rezolvare sistem
c = Thomas(ma, mb, ma, g);
% calculare coeficienti ramasi
for i=1:n-1
d(i) = (c(i+1) - c(i))/(3 * h(i));
b(i) = (a(i+1) - a(i))/h(i) - h(i)/3 * (2*c(i) + c(i+1));
endfor
% calculare valori polinom
nx = length(x0);
for k = 1 : nx
for i=1:n-1
if x0(k) >= x(i) && x0(k) <= x(i+1)
val(k) = a(i) + b(i) * (x0(k) - x(i)) + c(i) * (x0(k) - x(i))^2 + d(i)*(x0(k) - x(i))^3;
break;
endif
endfor
endfor
endfunction
function val = TFourier(x0, x, y)
m = (length(x) - 1) / 2;
% calculare a si b
for k = 1 : m
suma = 0;
for j = 1 : length(x)
suma +=y(j) * cos((k - 1) * x(j));
endfor
a(k) = suma / m;
suma = 0;
for j = 1 : length(x)
suma +=y(j) * sin(k * x(j));
endfor
b(k) = suma / m;
endfor
suma = 0;
for j = 1 : length(x)
suma += y(j) * cos(m * x(j));
endfor
a(m + 1) = suma / m;
% calculare valori polinom trigonometric
nx = length(x0);
for i = 1 : nx
suma = 0;
for k = 1: m
suma += a(k + 1) * cos(k * x0(i)) + b(k) * sin(k * x0(i));
endfor
val(i) = (a(1) + a(m + 1) * cos(m * x0(i))) / 2 + suma;
endfor
endfunction