[Content_Types].xml
_rels/.rels
matlab/document.xml
matlab/output.xml
metadata/coreProperties.xml
metadata/mwcoreProperties.xml
metadata/mwcorePropertiesExtension.xml
metadata/mwcorePropertiesReleaseInfo.xml
Spline Interpolation In this livescript, you will learn how To use low order spline interpolation to approximate functions. To generalise to higher order splines. We’ll consider approximating the Logistic curve f(x)=\frac{1}{1+e^{-10x}} with 7 points between -5\leq x \leq 5 . The function values at the nodes is given by nodes = linspace(-5,5,7);
f = 1./(1+exp(-10*nodes)); To get an idea of what the function looks like plot(linspace(-5,5,100),1./(1+exp(-10*linspace(-5,5,100))))
ylim([-0.1,1.1])
xlabel(‘x’)
ylabel(‘f(x)’) Using Lagrange interpolation, we have x1 = linspace(-5,5,100);
y1 = 0;
for l = 1:length(nodes)
y1 = y1+f(l)*lagrange_L(l,nodes,x1);
end
plot(x1,y1)
hold on
plot(x1,1./(1+exp(-10*x1)))
plot(nodes,f,’.k’,’MarkerSize’,15)
xlabel(‘x’)
ylabel(‘f(x)’)
legend(‘Interpolation’,’Exact’)
hold off What we see is that rapid change in the slope of f causes the Lagrange polynomial to oscillate wildly. The problem arises because polynomials have derivatives that are continuous of all orders. This means that by adding interpolating points, we’re increasing the order of the polynomial. And hence, the number of nonzero derivatives grows as well. If these interpolation points are chosen poorly, then the magnitude of the derivatives will grow quite quickly. We’ll see this later. The idea with using splines is that we can dampen out the oscillations by using lower order polynomials between each of the nodes. To get an idea of what our spline interpolation will look like, MATLAB has the inbuilt function \texttt{spline(x,y,xp)} that determines the cubic spline interpolant. \texttt{spline(x,y,xp)} takes the \texttt{x} and \texttt{y} data as well as the query points \texttt{xp} . xp = -5:0.05:5;
s = spline(nodes,f,xp);
plot(xp,s)
hold on
plot(xp,1./(1+exp(-10*xp)))
plot(nodes,f,’.k’,’MarkerSize’,15)
hold off
xlabel(‘x’)
ylabel(‘f(x)’)
legend(‘Interpolation’,’Exact’) And we can plot the error as plot(x1,1./(1+exp(-10*x1))-y1′)
hold on
plot(xp,1./(1+exp(-10*xp))-s)
xlabel(‘x’)
ylabel(‘Error’)
legend(‘Lagrange Interpolation’,’Cubic Spline’)
hold off We can see that the use of a spline interploant lessens the magnitude of the oscillations near the ends. Linear Splines The easiest way of implementing a spline is to ‘connect the dots’. Which we can do by assuming the linear relationship S_{i}(x)=a_{i}+b_{i}(x-x_{i}) for x_{i}
f=a(j-1)+b(j-1)*(x-xdata(j-1));
break
end
end
f Putting this together gives xdata = linspace(-5,5,7);
fdata = 1./(1+exp(-10*xdata));
a = fdata(1:end-1);
b = (fdata(2:end)-fdata(1:end-1))./(xdata(2:end)-xdata(1:end-1));
x = linspace(xdata(1),xdata(end),100);
f = zeros(1,length(x));
for i = 1:length(x)
for j=2:length(xdata)
if xdata(j)>=x(i)
f(i)=a(j-1)+b(j-1)*(x(i)-xdata(j-1));
break
end
end
end
plot(xdata, fdata,’ko’,x,f);
xlabel(‘x’);
ylabel(‘f(x)’); (b) Run the code and check whether the code provides the expected output. (c) Rewrite the code a a function that takes the same inputs as \texttt{spline} . Quadratic Splines While linear splines are simple to visualise and construct, and able to very accurately represent our original function f by increasing the number of sampling points; the main issue with them is that the interpolant is usually not differentiable at the which at the interpolation nodes. This can be quite a big issue for some analyses. For example, the shear stress in a fluid is determined by the gradient of the velocity. Therefore, we should extend our splines so that the derivatives are continuous at the interpolaltion points. This now gives us three conditions, which can be handled uniquely using a quadratic polynomial. S_{i}(x)=a_{i}+b_{i}(x-x_{i})+c_{i}(x-x_{i})^{2} for x_{i}
f=a(j-1)+b(j-1)*(x-xdata(j-1))+c(j-1)*(x-xdata(j-1))^2;
break
end
end Putting this all together gives the piece of code xdata = linspace(-5,5,7);
fdata = 1./(1+exp(-10*xdata));
a = fdata;
c = zeros(1,length(xdata));
c(1) = 0;
h = xdata(2:end)-xdata(1:end-1);
for i = 2:length(xdata)-1
c(i) = (1/h(i))*(a(i+1)/h(i)-a(i)*((1/h(i-1))+(1/h(i)))+a(i-1)/h(i-1)-c(i-1)*h(i-1));
end
b = zeros(1,length(xdata));
for i=1:length(xdata)-1
b(i)=(a(i+1)-a(i))/h(i)-c(i)*h(i);
end
x = linspace(xdata(1),xdata(end),100);
f = zeros(1,length(x));
for i = 1:length(x)
for j=2:length(xdata)
if xdata(j)>=x(i)
f(i)=a(j-1)+b(j-1)*(x(i)-xdata(j-1))+c(j-1)*(x(i)-xdata(j-1))^2;
break
end
end
end
plot(xdata, fdata,’ko’,x,f);
xlabel(‘x’);
ylabel(‘f(x)’); (b) Run the code and check whether the code provides the expected output. (c) Rewrite the code a a function that takes the same inputs as \texttt{spline} . (d) Compare the results with a cubic spline using \texttt{spline} .
manual code ready 0.4 figure 3de3af52-9206-4b0d-ab03-98f90dbf30e4 data:image/png;base64,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 560 420 2 3 4 5 2 3 4 5 6 figure ae3d716c-9cc8-4af6-867e-d63bd2b3d51c data:image/png;base64,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×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 560 420 9 10 11 12 13 14 15 16 9 14 15 16 17 18 19 20 21 figure 9693de5b-56f0-4fc3-a5c8-bbe9fbbb11a9 data:image/png;base64,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 560 420 19 20 21 22 23 24 25 26 19 25 26 27 28 29 30 31 32 figure 571e5264-a07b-4ba5-8a0a-592f6ecd9ed0 data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0gAAAJ2CAYAAABl4KKyAAAgAElEQVR4AezBD3TXBb3/8ec+jL8uuKRmDW947eirH9yAn1yvKSq5KJCTlfdMk3aQ38KBZ35PJqOSAwsooEM0L5qo0RHNf7tccNWvqTTw24LGREAwQvf6WijnQt4JY/3GpDnGvr+znbNzOPtpgv5SwvfjkWRDCCGEEEIIIXRLCCGEEEIIIYTQLSGEEEIIIYQQQreEEEIIIYQQQgjdEkIIIYQQQgghdEsIIYQQQgghhNAtIYQQQgghhBBCt4QQQgghhBBCCN0SQgghhBBCCCF0SwghhBBCCCGE0C0hhBBCCCGEEEK3hBBCCCGEEEII3RJCCCGEEEIIIXRLCCGEEEIIIYTQLSGEEEIIIYQQQreEEEIIIYQQQgjdEkIIIYQQQgghdEsIIYQQQgghhNAtIYQQQgghhBBCt4QQQgghhBBCCN0SQgghhBBCCCF0SwghhBBCCCGE0C0hhBBCCCGEEEK3hBBCCCGEEEII3RJCCCGEEEIIIXRLCCGEEEIIIYTQLSGEEEIIIYQQQreEEEIIIYQQQgjdEkIIIYQQQgghdEsIIYQQQgghhNAtIYQQQgghhBBCt4QQQgghhBBCCN0SQgghhBBCCCF0SwghhBBCCCGE0C0hhBBCCCGEEEK3hBBCCCGEEEII3RJCCCGEEEIIIXRLCCGEEEIIIYTQLSGEEEIIIYQQQreEEEIIIYQQQgjdEsJJ6ezsZPPmzTz55JNs3ryZzs5O3o0DBw6wYcMGDh06RAghhBBCCOH9lRBO2K5du5gwYQLFxcXcdtttFBcXM2HCBF588UXeqVtvvZVbbrmFhoYGQgghhBBCCO+vhHBCWlpamDlzJm1tbaxcuZLf/e53/OhHP6KtrY0ZM2bQ2trKyfrxj3/M9u3bCSGEEEIIIZwaEsIJeeSRR2hqauI73/kO48ePp3///nz+85/nu9/9Lq+99hoPP/wwJ+PFF1/kzjvvZOjQoYQQQgghhBBODQnhhPzqV79iwIABfP7zn+d4EyZMYMCAAaxbt44T9cYbb3Dbbbdx0UUXMXnyZEIIIYQQQginhoTwtjo7O3nppZcYNWoUSZLQ20UXXcRLL71EZ2cnJ2Lp0qUcPHiQiooKQgghhBBCCKeOhPC2jhw5wrFjx/jwhz/Mmxk8eDDHjh3jjTfe4O38+te/5tFHH2X+/Pmcc845hBBCCCGEEE4dCeFtNTc306Vfv368mT59+tDllVde4a85dOgQc+fOZdKkSVxzzTW8U5KQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCTCu5MQ3taAAQM4EUmS8NfMmTOHPn36sHDhQt4t29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2tuliG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNuHdSwhvKy8vjy7t7e28mY6ODrp8/OMf561UVlZSW1vLkiVL+Id/+AdCCCGEEEIIp56E8LYGDhxIbm4uhw4d4s0cOnSI3NxcBg4cyFupra2ly0033YQkJCGJRx99lC7FxcVI4s9//jMhhBBCCCGE90dCOCGjR49m586ddHZ2crzOzk527NjB6NGj+WvGjRvHddddx3XXXcd1113Hddddx3XXXccnPvEJulx55ZVcd9119OvXjxBCCCGEEML7IyGckIkTJ9Le3s6aNWs43po1a+jo6GDixIn8NTfeeCOLFi1i0aJFLFq0iEWLFrFo0SI+/elP06W4uJhFixYxaNAgQgghhBBCCO+PhHBCbrjhBoYPH86SJUt46KGH2Lx5Mw899BCLFi1i+PDh3HDDDfTYtm0bkiguLiaEEMLflm1CCCGE/18Swgnp378/P/3pTxk5ciSLFy+muLiYxYsX86lPfYqHH36Y/v37E0IIIYQQQvj7lhBO2Mc+9jEee+wxfvvb3/LAAw+wceNGHnvsMc455xyO9y//8i/Y5oEHHuDtfOc738E2l112GSGEEEIIIYT3V0I4aWeffTaXXXYZ55xzDiGEEEIIIYTTR0IIIYQQQgghhG4JIYQQQgghhBC6JYQQQgghhBBC6JYQQgghhBBCCKFbQgghhBBCCCGEbgkhhBBCCCGEELolhBBCCOGUIglJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCEJSUhCEpKQhCQkIQlJSEISkpCEJCQhCUlIQhKSkIQkJCGJ8P5KCCGEEMIpxza2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvb2MY2trGNbWxjG9vYxja2sY1tbGMb29jGNraxjW1sYxvbhPdfQgghhBBCCCGEbgkhhBBCCCGEELolhBBCCCGEEELolhBCCCGEEEIIoVtCCCGEEEIIIYRuCSGEEEIIIYQQuiWEEEIIIYQQQuiWEEIIIYQQQgihW0IIIYQQwt+JkpISzj77bMI79+STT3L22Wfz85//nHdi06ZNnMpGjRrFtGnTeCc2bdrE8aZMmcKUKVMIHywJIYQQQgh/J1pbWzl48CDhnWtvb+fgwYO88cYbnKy77rqLK6+8klNZU1MThw8f5mTdddddXHnllRzv6NGjHD16lPDBkhBCCCGEEMIJyGQynK4ymQy9rV27lrVr1xI+WBJCCCGEEE5DbW1trFmzhvLyclKpFA8//DCNjY301tbWRmVlJalUivvvv5+Wlha2bt1KXV0dPerq6ti5cyeZTIbbb7+dyspKOjs76dLW1saaNWsoLy8nlUrx8MMP09jYyPHq6urYvn07bW1trF69mlQqxcqVKzlw4AC9tbW1UVlZSSqV4v7776elpYWtW7dSV1dHbzU1NZSXl1NeXk5NTQ3vVF1dHdu3b6etrY3Vq1eTSqVYuXIlBw4coMfWrVvZs2cPXX7+85+zfft2jldTU0N5eTnl5eXU1NTQW11dHTt37iSTyXD77bdTWVlJZ2cndXV1bN++naamJu6++26+/vWvs3r1ajo7O3kz1dXV3H777ZSXl7Nu3TpORFtbG2vWrKG8vJxUKsXDDz9MY2MjPbZu3cqePXvo8vOf/5zt27fTpb6+nvr6enqrrq7m9ttvp7y8nHXr1tFbXV0d27dvp62tjdWrV5NKpVi5ciUHDhwgnPoSQgghhHDKyylLk1OWJqcsTU5ZmpyyNDllaXLK0uSUpckpS5NTlianLE1OWZqcsjQ5ZWlyytLklKXJKUuTU5YmpyxNTlmanLI0OWVpcsrS5JSlySlLk1OWJqcsTU5ZmpyyNDllaXLK0uSUpckpS5NTlianLE1OWZqcsjQ5ZWlyytLklKXJKUuTU5YmpyxNTlmanLI0OWVpcsrS5JSlySlLk1OWJqcsTU5ZmpyyNDllaXLK0uSUpckpS5NTlianLE1OWZp3a+fOnQwfPpyioiK2bt3K1q1bKS4u5oILLmDnzp302Lt3LyNHjmTq1Km8+OKLfPe732XkyJGkUikWLFhAjwULFjBv3jzGjRvH0qVLmTZtGkeOHGHnzp0MHz6coqIitm7dytatWykuLuaCCy5g586d9FiwYAHl5eWMGjWK6dOnU1NTw8yZM5FEQ0MDPfbu3cvIkSOZOnUqL774It/97ncZOXIkqVSKBQsW0KOlpYXx48czceJENmzYQG1tLRMnTuSzn/0sra2tnKwFCxZQXl7OqFGjmD59OjU1NcycORNJNDQ00GXlypWk02m6lJSU8MADD9ClpaWF8ePHM3HiRDZs2EBtbS0TJ07ks5/9LK2trfRYsGAB8+bNY9y4cSxdupRp06Zx5MgRFixYwOzZsxk1ahSrVq1i3759TJ06lTFjxnDgwAF6NDY2ctFFF3HNNdfwm9/8hieeeIKrr76acePG0dzczFvZuXMnw4cPp6ioiK1bt7J161aKi4u54IIL2LlzJ11WrlxJOp2mS0lJCQ888ABdFi9ezOLFi+nR2NjIRRddxDXXXMNvfvMbnnjiCa6++mrGjRtHc3MzPRYsWEB5eTmjRo1i+vTp1NTUMHPmTCTR0NBAOLUlhBBCCOGUl60oIFtRQLaigGxFAdmKArIVBWQrCshWFJCtKCBbUUC2ooBsRQHZigKyFQVkKwrIVhSQrSggW1FAtqKAbEUB2YoCshUFZCsKyFYUkK0oIFtRQLaigGxFAdmKArIVBWQrCshWFJCtKCBbUUC2ooBsRQHZigKyFQVkKwrIVhSQrSggW1FAtqKAbEUB2YoCshUFZCsKyFYUkK0oIFtRQLaigGxFAdmKArIVBWQrCshWFJCtKCBbUUC2ooBsRQHv1te+9jXy8vJobGxk3bp1bNmyhW3btnHkyBGWLVtGjxtvvJHW1lZ+//vf8/TTT7N3716uvfZann32WXp74oknmDZtGocPH6auro68vDy+9rWvkZeXR2NjI+vWrWPLli1s27aNI0eOsGzZMo731FNPUVRUREtLC5lMhtraWpqbm6moqKDHjTfeSGtrK7///e95+umn2bt3L9deey3PPvssx7vlllvYsmULGzdupL6+nk2bNvHMM8+wZcsWysrKeCeeeuopioqKaGlpIZPJUFtbS3NzMxUVFXT5yU9+wk033USXAwcOcPfdd9PllltuYcuWLWzcuJH6+no2bdrEM888w5YtWygrK+N4TzzxBNOmTePw4cPU1dWRl5dHl9raWoqKinjuueeoqqri2WefZc+ePcyaNYseX/3qV/nDH/7AM888Q319Pc899xzpdJrt27dTUlLCW/na175GXl4ejY2NrFu3ji1btrBt2zaOHDnCsmXL6PKTn/yEm266iS4HDhzg7rvv5s189atf5Q9/+APPPPMM9fX1PPfcc6TTabZv305JSQnHe+qppygqKqKlpYVMJkNtbS3Nzc1UVFQQTm0JIYQQQginmdtuu40777yToUOH0mPMmDEMHTqU119/nS4NDQ1s3LiROXPm8MlPfpIey5cv5yMf+Qi9nXHGGfzwhz8kLy+Piy++mC633XYbd955J0OHDqXHmDFjGDp0KK+//jrHGzJkCPPnzydJErqMHz+e888/n8bGRro0NDSwceNG5syZwyc/+Ul6LF++nI985CP0aG5uprKykhkzZnDFFVfQ45JLLuHGG2/kgQceoKOjg5M1ZMgQ5s+fT5IkdBk/fjznn38+jY2NvJXm5mYqKyuZMWMGV1xxBT0uueQSbrzxRh544AE6OjroccYZZ/DDH/6QvLw8Lr74Ynrk5+fzgx/8gB5jxozhpptuorKykra2NhoaGkin03zzm9/kkksuocdVV11FaWkpjz/+OPv37+fN3Hbbbdx5550MHTqUHmPGjGHo0KG8/vrrnKiGhgbS6TTf/OY3ueSSS+hx1VVXUVpayuOPP87+/fvpMWTIEObPn0+SJHQZP348559/Po2NjYRTW0IIIYQQwmlm6tSpTJo0iZqaGiorK5k9ezaTJ0/m4MGDdHR00OX555+ny4gRIzhekiSMGzeO3i6//HJ6mzp1KpMmTaKmpobKykpmz57N5MmTOXjwIB0dHRzv8ssvp7fzzz+fzs5Oujz//PN0GTFiBMdLkoRx48bRo66ujmPHjrFr1y5KSkooKSmhpKSEkpISdu/ezdGjR6mrq+NkXX755fR2/vnn09nZyVupq6vj2LFj7Nq1i5KSEkpKSigpKaGkpITdu3dz9OhR6urq6HH55ZfzZq688kp6u/TSSzl27Bi1tbXs2rWLLmPHjqW3K6+8ki47duzgzUydOpVJkyZRU1NDZWUls2fPZvLkyRw8eJCOjg5O1K5du+gyduxYervyyivpsmPHDnpcfvnl9Hb++efT2dlJOLUlhBBCCCGcZlavXs1ZZ53FxIkTmTlzJg0NDVx88cV86EMfokd7eztdkiSht9zcXHrLzc2lt9WrV3PWWWcxceJEZs6cSUNDAxdffDEf+tCHOFnt7e10SZKE3nJzc+nR0dFBl/b2dpqammhqaqKpqYmmpibOPPNMrr32WvLy8ngvdHR00KW9vZ2mpiaamppoamqiqamJM888k2uvvZa8vDx65Obm8mb69etHb3379qVLZ2cn7e3tdOnXrx+95ebm0qWjo4M3s3r1as466ywmTpzIzJkzaWho4OKLL+ZDH/oQJ6O9vZ0u/fr1o7fc3Fy6dHR0EP7+JYQQQgghnEb27t1LUVERo0ePZt++fbS0tFBdXc3ChQvJzc2lx9ChQ+nS0tJCb42NjbydvXv3UlRUxOjRo9m3bx8tLS1UV1ezcOFCcnNzOVlDhw6lS0tLC701NjbSY8CAAXQpLS2lqqqKqqoqqqqqqKqqoqqqiqqqKsaOHct7YcCAAXQpLS2lqqqKqqoqqqqqqKqqoqqqiqqqKsaOHcvbOXz4ML0dPHiQLh//+Mc544wz6NLS0kJvhw8fpsuAAQPobe/evRQVFTF69Gj27dtHS0sL1dXVLFy4kNzcXE7GGWecQZeWlhZ6O3z4MF0GDBhA+PuXEEIIIYRwGtmxYwfHjh0jlUoxbNgweuzZs4fm5mZ6TJo0iSFDhvDggw9yvIaGBjZu3Mjb2bFjB8eOHSOVSjFs2DB67Nmzh+bmZk7WpEmTGDJkCA8++CDHa2hoYOPGjfSYMGECZ5xxBqtWraK36dOnM2zYMI4cOcLfQpIkdOns7KTLhAkTOOOMM1i1ahW9TZ8+nWHDhnHkyBHezrp162hpaeF4Dz/8MOeeey7//M//TEFBAX369OGxxx6jt1WrVjFw4EAmTJhAbzt27ODYsWOkUimGDRtGjz179tDc3MzxkiShS2dnJ2+moKCAPn368Nhjj9HbqlWrGDhwIBMmTCD8/UsIIYQQwv9j4a9e5p8Wb6b2j38mnHpSqRSpVIpUKkUqlSKVSpFKpdi+fTsjRoygyz333MOrr75KZ2cnGzZsYPLkyfTt25fDhw/TJTc3lx/84Af88pe/pLCwkKqqKu677z6uuuoqhgwZwtsZMWIEXe655x5effVVOjs72bBhA5MnT6Zv374cPnyYk5Gbm8sPfvADfvnLX1JYWEhVVRX33XcfV111FUOGDKFHbm4uc+fOJZ1OU1xcTCaTobGxkcWLF7Nq1Sq+9KUvMWjQIP4WRo8eTZfvf//71NXVkZuby9y5c0mn0xQXF5PJZGhsbGTx4sWsWrWKL33pSwwaNIi385e//IUvfelLvPDCC+zfv5/S0lJ++9vfsmTJEroMHjyYOXPm8PjjjzN79mz279/P3r17KS0tZcOGDcyfP5/c3Fx6GzFiBF3uueceXn31VTo7O9mwYQOTJ0+mb9++HD58mB6jR4+my/e//33q6urobfDgwcyZM4fHH3+c2bNns3//fvbu3UtpaSkbNmxg/vz55ObmEv7+JYQQQgih2775hTzzvZtZ+r9u4JPrFvKrHYU89YsnCaeeFStWsGLFClasWMGKFStYsWIFK1as4A9/+AMXXngh9957L/X19eTn59OnTx+mTZvGrFmzKC0tpb6+ntbWVrrMmDGDVatW8cILL3DDDTdwxx13sGTJEj796U/Tv39//poLL7yQe++9l/r6evLz8+nTpw/Tpk1j1qxZlJaWUl9fT2trKydjxowZrFq1ihdeeIEbbriBO+64gyVLlvDpT3+a/v3702POnDksW7aMn/3sZ0jiox/9KAsXLuTWW2/lrrvu4m9lwoQJnHfeecybN4958+bRZc6cOSxbtoyf/exnSOKjH/0oCxcu5NZbb+Wuu+7iRBQUFHD22WczcuRIzj33XP7jP/6De++9l6lTp9Lje9/7HosWLeKee+7h3HPP5bzzzmPNmjX86Ec/4tvf/jZv5sILL+Tee++lvr6e/Px8+vTpw7Rp05g1axalpaXU19fT2tpKlwkTJnDeeecxb9485s2bx5v53ve+x6JFi7jnnns499xzOe+881izZg0/+tGP+Pa3v004PSSEEEIIgaOv/Rcv+SV+9a/fpmHSfL7y7yREZK0AACAASURBVA/yjwsfZ9KzS6n9458Jp4bKykqy2SzZbJZsNks2myWbzZLNZslms3zlK1+hy80330xraysbN27ENvv372fGjBksX76c9vZ28vLy6OjooLGxkeLiYl544QXa29vJZDIUFxeze/du+vXrR4/169dTXV1NbzfffDOtra1s3LgR2+zfv58ZM2awfPly2tvbycvLo8v69euprq6mt/Xr11NdXU2Xjo4OGhsbKS4u5oUXXqC9vZ1MJkNxcTG7d++mX79+HG/27NkcOnSI3bt3s3nzZo4cOcLy5cvJzc3lr/nyl79MNpvlK1/5Cj3Wr19PdXU1va1fv57q6mp6DB8+nJdffpnXX3+dp59+mh6zZ8/m0KFD7N69m82bN3PkyBGWL19Obm4uPdavX091dTVvZuDAgfznf/4n//3f/822bds4ePAgN998M73NnTuX1tZWduzYwfPPP09jYyOpVIrj7d+/n6qqKnrcfPPNtLa2snHjRmyzf/9+ZsyYwfLly2lvbycvL48uw4cP5+WXX+b111/n6aefpkt1dTXV1dUcb+7cubS2trJjxw6ef/55GhsbSaVSHG/9+vVUV1fT2/r166muriac2hJCCCGEQOOK27j9zBl0eeCG/0GXgSMv5QJdQO7yIsLfn9zcXK644gouvPBC3kxnZyfDhg0jlUpxvE2bNrFv3z7Gjh3LicjNzeWKK67gwgsv5N3o7Oxk2LBhpFIpjrdp0yb27dvH2LFj6S1JEkaMGMGll15Kbm4u75VBgwaRJAnHS5KEESNGcOmll5Kbm8s7cc455zB27FiSJOGtJEnCmDFjGDVqFEmScCJyc3O54ooruPDCC3k7gwYNIkkS/pokSRgzZgyjRo0iSRLC6SUhhBBC+ID7y+56av/YzOQvTmb+xH/ieOcuXMt5Hx7IU//7ScLppV+/fpSWlrJixQq+8IUvkEqlKCoq4nOf+xxjx47l1ltv5b3Ur18/SktLWbFiBV/4whdIpVIUFRXxuc99jrFjx3LrrbcSQvjbSwghhBA+4Lbft4gzry9j/sR/4s103PoIn3joJl451EY4vdx111088sgjDBkyhFdeeYU33niDJUuWsHnzZvLy8niv3XXXXTzyyCMMGTKEV155hTfeeIMlS5awefNm8vLyOB1dffXVfP7znyeEU0VCCCGE8AF274NVnPfhgVz9xcm8lfM+PIDBn7me31X9lHD6KSoq4tFHH6W6upq1a9cya9Ys+vXrx/ulqKiIRx99lOrqatauXcusWbPo168fp6tZs2bx9a9/nRBOFQkhhBDCB9g1Lz/GmdeX8XY+mlrOJ9ctpPaPfyaEEMLpKyGEEEL4ADuyezMDR17KiRj8mev5XdVPCSGEcPpKCCGEED6gjr72X/Q9+x85UWdeX8antq+i9o9/JoQQwukpIYQQQviA6jiwj74f+UdOVN+P/CMX6AKe+sWThBBCOD0lhBBCCB9QR3ZvZsuA/8HJOPP6Mj713P08uPVVwqmhvb2djo4O/t61t7fT0dFBCOH9lRBCCCF8QP1ldz2DRl7KyRg48lI+84mhvLjp14T3z549e5g5cyaDBw+mf//+9O3bl7PPPpvbb7+d1tZW3ol/+7d/Y8qUKbydKVOmMGXKFP5/2Lt3L9OmTWPQoEH079+fvn37cs455zB79mxaWlp4J0aNGsW0adPoMWXKFKZMmUII4cQkhBBCCB9QR3ZvZuDIyzhZgz9zPR/+3f/mlUNthPfehg0bGDNmDGvWrOGmm27iscce46GHHmL8+PEsXbqUyy+/nNbWVk7W4cOHOXz4MG/n6NGjHD16lHfr1Vdf5V//9V/55S9/SWlpKQ899BAPPvggBQUFVFRU8JnPfIb29nZOVlNTE4cPH6bH0aNHOXr0KCGEE5MQQgghfAAdfe2/2J97Nu/E4Kuu59rWjSyseZnw3nr11Ve5/vrrOfPMM9m9ezd33HEHU6ZMYerUqaxdu5Z7772X559/nnnz5vG3snbtWtauXcu7dffdd/Paa69RW1vLD3/4Q6ZOncq0adOorKzk3//939mxYwerVq3i3Vq7di1r164lhHBiEkIIIYQPoI4D+9ifexaf+cQ/8E4M/sz1/J9f/yfhvbVs2TKam5v5yU9+wsc+9jF6u/nmmxk7diy7du2ix7p169iyZQu9Pfnkk2zZsoXeWlpauO+++/jGN77B6tWr6ezs5Hj19fXU19fT27p165g7dy5z585lw4YNvJ2XXnqJ/v37M2rUKHpLpVKMHj2aI0eO0KOuro7t27fT1NTE3Xffzde//nVWr15NZ2cnf019fT319fX0qKurY/v27bS1tbF69WpSqRQrV67kwIEDvJmamhrKy8spLy+npqaGEE53CSGEEMIH0JHdm2n82P/knRo08jIueeNFav/4Z8J7Z/Xq1Zx11llMmDCBt7Jt2zaefvppekyfPp2lS5fS27Rp01i6dCnH+9Of/sTIkSO544472LFjB0VFRYwZM4YDBw7QY/HixSxevJgeBw4c4JJLLuHqq6+mtraWX/3qV3zuc5/jy1/+Mn/Npz71Kd544w2+9a1v0dbWxvFyc3PZuXMns2bNoseCBQuYPXs2o0aNYtWqVezbt4+pU6cyZswYDhw4wFtZvHgxixcvpseCBQsoLy9n1KhRTJ8+nZqaGmbOnIkkGhoa6NHS0sL48eOZOHEiGzZsoLa2lokTJ/LZz36W1tZWQjhdJYQQQggfQH/ZXc9rH7uId2rwVddz/cCX2VD/O94LmcJ8MoX5ZArzyRTmkynMJ1OYT6Ywn0xhPpnCfDKF+WQK88kU5pMpzCdTmE+mMJ9MYT6ZwnwyhflkCvPJFOaTKcwnU5hPpjCfTGE+mcJ8MoX5ZArzyRTmkynMJ1OYT6Ywn0xhPpnCfDKF+WQK88kU5pMpzCdTmE+mMJ9MYT6ZwnwyhflkCvPJFOaTKcwnU5hPpjCfTGE+mcJ8MoX5ZArzyRTmkynMJ1OYT6Ywn0xhPpnCfDKF+WQK88kU5vNmOjo6+NOf/sQVV1zB38qOHTuYMmUKmUyG3/zmN2zatIlMJsO3vvUt3so3vvENdu3axW9/+1vq6urYtm0bP/7xj/nFL37B/fffz1u57bbbuOyyy1i2bBmDBw/mi1/8It///vepr6/nrdTW1lJUVMRzzz1HVVUVzz77LHv27GHWrFmcjKeeeoqioiJaWlrIZDLU1tbS3NxMRUUFPW655Ra2bNnCxo0bqa+vZ9OmTTzzzDNs2fJ/2YP/qKoPO8//z/kEwo+mNwrBH6kk3DjDeyxNUm0MC0lWbo8rbTc5qVn3lv1jWjmdJMU6jQk7nWndU0pOzcx2asdOrUwz24KmY4254+z0JJmgraCmOAarbRzDeZdyLrMgWCwXaqm5CrL75Xw3ZxzXRIyCcHk9Hoeorq5GJFUFiIiIzDDDfV20ezt9ty7mamQVlfDGgSYmQ2Gsh8JYD4WxHgpjPRTGeiiM9VAY66Ew1kNhrIfCWA+FsR4KYz0UxnoojPVQGOuhMNZDYayHwlgPhbEeCmM9FMZ6KIz1UBjroTDWQ2Gsh8JYD4WxHgpjPRTGeiiM9VAY66Ew1kNhrIfCWA+FsR4KYz0UxnoojPVQGOuhMNZDYayHwlgPhbEeCmM9FMZ6KIz1UBjroTDWQ2Gsh8JYD4WxHgpjPRTGeiiM9VAY66Ew1kNhrIfCWA+FsR4KYz1cSjKZZExGRgYT5bbbbuOrX/0qbykpKeEP/uAP+Nu//VtGRka42JkzZ3j++ef5wz/8Q+677z7e8thjj1FVVUVhYSFv56abbuLAgQN8+9vf5oEHHuCVV17hi1/8IqWlpbzvfe/jr//6r7nYrbfeyle/+lXe8sEPfpA//MM/5Pvf/z7JZJLxuvnmm6mpqSEIAsYsW7aMO+64g1/+8peMGRgY4Pvf/z6PPfYYDzzwAG8pLi7mk5/8JPX19YyMjCCSigJERERmqILZmVyNeWs38ef936a5YxCZeJmZmYw5e/YsE6W0tJSLffjDH2Z4eJgDBw5wsf3793P+/Hnuu+8+LrZlyxYeeOAB3kkQBDz22GP86Ec/4syZM+zZs4c/+ZM/YUxVVRV/9md/xoX+/b//91yspKSE8+fP09zczHjdf//9XOyOO+5gdHSUMT/+8Y85f/48x44d49FHH+XRRx/l0Ucf5dFHH+X48eMMDw/z4x//GJFUFCBXZHR0lJaWFl5++WVaWloYHR3lSr355ps0NTXxyiuv8LOf/QwREZlcI6e6OZF2C8t+dzZXK7uolLYDe5GJl5aWRkFBAa2trbyTn/70p7z44ouMjIxwpW688UYulpGRwZizZ89ysdHRUcZkZGRwJUZGRvjxj3/MiRMneEtaWhrLly/nz//8z2lra8PM+Iu/+AsudOONN3Kx9PR0xoyOjnKtjIyMMObcuXP09/fT399Pf38//f395ObmsnLlSm666SZEUlGAjNuxY8dYvnw5lZWVPPnkk1RWVrJ8+XLa2toYr7//+7+npKSEz3zmMzzxxBNEo1E+9rGP8Ytf/AIREZkcZ4638FrGIq6FBbUxTjfvRCbHww8/THd3Nz/5yU94O3/8×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 560 420 27 28 29 30 31 32 33 27 33 34 35 36 37 38 39 variable x 4 1 1 45 matrix f 1×7 1 7 double 0.0000 0.0000 0.0000 0.5000 1.0000 1.0000 1.0000
double double [[{“value”:”{\”value\”:\”0.0000\”}”},{“value”:”{\”value\”:\”0.0000\”}”},{“value”:”{\”value\”:\”0.0000\”}”},{“value”:”{\”value\”:\”0.5000\”}”},{“value”:”{\”value\”:\”1.0000\”}”},{“value”:”{\”value\”:\”1.0000\”}”},{“value”:”{\”value\”:\”1.0000\”}”}]] 54 figure c9f3de50-8495-4992-b716-bcff1ac44dac data:image/png;base64,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 560 420 48 49 50 48 73 74 75 figure 9ca1f4b3-8fa1-4b61-9d6b-b911f02e2828 data:image/png;base64,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 560 420 74 75 76 74 132 133 134 true false nodes = linspace(-5,5,7); 0 9 9 false true f = 1./(1+exp(-10*nodes)); 1 10 10 true false plot(linspace(-5,5,100),1./(1+exp(-10*linspace(-5,5,100)))) 2 13 13 0 false false ylim([-0.1,1.1]) 3 14 14 0 false false xlabel(‘x’) 4 15 15 0 false true ylabel(‘f(x)’) 5 16 16 0 true false x1 = linspace(-5,5,100); 6 19 19 false false y1 = 0; 7 20 20 false false for l = 1:length(nodes)
y1 = y1+f(l)*lagrange_L(l,nodes,x1);
end 8 22 24 false false plot(x1,y1) 9 26 26 1 false false hold on 10 27 27 1 false false plot(x1,1./(1+exp(-10*x1))) 11 28 28 1 false false plot(nodes,f,’.k’,’MarkerSize’,15) 12 29 29 1 false false xlabel(‘x’) 13 30 30 1 false false ylabel(‘f(x)’) 14 31 31 1 false false legend(‘Interpolation’,’Exact’) 15 32 32 1 false true hold off 16 33 33 1 true false xp = -5:0.05:5; 17 43 43 false false s = spline(nodes,f,xp); 18 45 45 false false plot(xp,s) 19 46 46 2 false false hold on 20 47 47 2 false false plot(xp,1./(1+exp(-10*xp))) 21 48 48 2 false false plot(nodes,f,’.k’,’MarkerSize’,15) 22 49 49 2 false false hold off 23 50 50 2 false false xlabel(‘x’) 24 51 51 2 false false ylabel(‘f(x)’) 25 52 52 2 false true legend(‘Interpolation’,’Exact’) 26 53 53 2 true false plot(x1,1./(1+exp(-10*x1))-y1′) 27 56 56 3 false false hold on 28 57 57 3 false false plot(xp,1./(1+exp(-10*xp))-s) 29 58 58 3 false false xlabel(‘x’) 30 59 59 3 false false ylabel(‘Error’) 31 60 60 3 false false legend(‘Lagrange Interpolation’,’Cubic Spline’) 32 61 61 3 false true hold off 33 62 62 3 true false xdata = linspace(-5,5,7); 34 75 75 false false fdata = 1./(1+exp(-10*xdata)); 35 76 76 false false a = fdata(1:end-1); 36 78 78 false true b = (fdata(2:end)-fdata(1:end-1))./(xdata(2:end)-xdata(1:end-1)); 37 79 79 true false x = 4 38 83 83 4 false false for j=1:length(xdata)-1
if xdata(j)>x
f=a(j-1)+b(j-1)*(x-xdata(j-1));
break
end
end 39 85 90 false true f 40 92 92 5 true false xdata = linspace(-5,5,7); 41 95 95 false false fdata = 1./(1+exp(-10*xdata)); 42 96 96 false false a = fdata(1:end-1); 43 98 98 false false b = (fdata(2:end)-fdata(1:end-1))./(xdata(2:end)-xdata(1:end-1)); 44 99 99 false false x = linspace(xdata(1),xdata(end),100); 45 101 101 false false f = zeros(1,length(x)); 46 102 102 false false for i = 1:length(x)
for j=2:length(xdata)
if xdata(j)>=x(i)
f(i)=a(j-1)+b(j-1)*(x(i)-xdata(j-1));
break
end
end
end 47 104 111 false false plot(xdata, fdata,’ko’,x,f); 48 113 113 6 false false xlabel(‘x’); 49 114 114 6 false true ylabel(‘f(x)’); 50 115 115 6 true false xdata = linspace(-5,5,7); 51 140 140 false false fdata = 1./(1+exp(-10*xdata)); 52 141 141 false true a = fdata; 53 143 143 true false c = zeros(1,length(xdata)-1); 54 146 146 false true c(1) = 0; 55 147 147 true false h = xdata(2:end)-xdata(1:end-1); 56 151 151 false true for i = 2:length(xdata)-1
c(i) = (1/h(i))*(a(i+1)/h(i)-a(i)*((1/h(i-1))+(1/h(i)))+a(i-1)/h(i-1)-c(i-1)*h(i-1));
end 57 153 155 true false b = zeros(1,length(xdata)); 58 158 158 false true for i=1:length(xdata)-1
b(i)=(a(i+1)-a(i))/h(i)-c(i)*h(i);
end 59 160 162 true false x = 4; 60 165 165 false true for j=1:length(xdata)-1
if xdata(j)>x
f=a(j-1)+b(j-1)*(x-xdata(j-1))+c(j-1)*(x-xdata(j-1))^2;
break
end
end 61 167 172 true false xdata = linspace(-5,5,7); 62 175 175 false false fdata = 1./(1+exp(-10*xdata)); 63 176 176 false false a = fdata; 64 178 178 false false c = zeros(1,length(xdata)); 65 180 180 false false c(1) = 0; 66 181 181 false false h = xdata(2:end)-xdata(1:end-1); 67 183 183 false false for i = 2:length(xdata)-1
c(i) = (1/h(i))*(a(i+1)/h(i)-a(i)*((1/h(i-1))+(1/h(i)))+a(i-1)/h(i-1)-c(i-1)*h(i-1));
end 68 185 187 false false b = zeros(1,length(xdata)); 69 189 189 false false for i=1:length(xdata)-1
b(i)=(a(i+1)-a(i))/h(i)-c(i)*h(i);
end 70 191 193 false false x = linspace(xdata(1),xdata(end),100); 71 195 195 false false f = zeros(1,length(x)); 72 196 196 false false for i = 1:length(x)
for j=2:length(xdata)
if xdata(j)>=x(i)
f(i)=a(j-1)+b(j-1)*(x(i)-xdata(j-1))+c(j-1)*(x(i)-xdata(j-1))^2;
break
end
end
end 73 198 205 false false plot(xdata, fdata,’ko’,x,f); 74 207 207 7 false false xlabel(‘x’); 75 208 208 7 false true ylabel(‘f(x)’); 76 209 209 7
2020-04-04T09:49:13Z 2020-04-09T07:17:42Z
application/vnd.mathworks.matlab.code MATLAB Code R2019b
9.7.0.1183724 57358e3a-71a7-4bcb-9a1a-5fda063c1167
9.7.0.1296695
R2019b
Update 4
Jan 20 2020
3546228467