Finite Difference Method – Nonlinear ODE:
Heat conduction with radiation:
If we once more consider the heat in a metal bar of length L but this time consider the effect of radiation as well as conduction then the steady state equation has the form
uxx− d(u4− u4b) = −g(x),
Where ub is temperature of the background d incorporates a coefficient of radiation as well as g(x) is the heat source.
If we again restore the continuous problem by its discrete approximation then we get:
(ui+1− 2ui+ ui−1)/ h2− d(u4i− u4b) = −gi= −g(xi).
This equation is nonlinear in the unknowns therefore we no longer have a system of linear equations to solve however a system of nonlinear equations. One way to resolve these equations would be by the multivariable Newton method. In its place we introduce another interactive method.
Relaxation Method for Nonlinear Finite Differences:
We are able to rewrite equation as:
ui+1− 2ui+ ui−1 = h2d(u4i− u4b) − h2gi.
From this we are able to solve for uiin terms of the other quantities:
2ui= ui+1 + ui−1− h2d(u4i− u4b) + h2gi.
After that we add uito both sides of the equation to obtain:
3ui= ui+1 + ui+ ui−1− h2d(u4i− u4b) + h2gi,
And afterwards divide by 3 to get:
ui=1/3(ui+1 + ui+ ui−1) −h2/3(d(u4i− u4b) + gi)
Now for the major idea. We will start with an initial guess for the value of uifor each i which we can represent as a vector u0. Subsequently we will use the above equation to get better estimates, u1, u2, . . . , and expect that they converge to the correct answer.
If we let:
uj= (uj0, uj1, uj2, . . . , ujn−1, ujn)
Denote the jth approximation afterwards we can obtain that j + 1st estimate from the formula:
Notice that gi and ub don’t change. In the resulting equation we have ui at every successive step depending on its previous value as well as the equation itself.
Implementing the Relaxation Method:
In the following program we resolve the finite difference equations with the boundary conditions:
u(0) = 0 and u(L) = 0. We let L = 4, n = 4, d = 1, and g(x) = sin(πx/4).
Notice that the vector u forever contains the current estimate of the values of u.
% mynonlinheat (lacks comments)L = 4; n = 4;h = L/n; hh = h^2/3;u0 = 0; uL = 0; ub = .5; ub4 = ub^4;x = 0:h:L; g = sin(pi*x/4); u = zeros(1,n+1);steps = 4;u(1)=u0; u(n+1)=uL;for j = 1:stepsu(2:n) = (u(3:n+1)+u(2:n)+u(1:n-1))/3 + hh*(-u(2:n).^4+ub4+g(2:n));endplot(x,u)
If you run this program with the specified n and steps the result will not seem reasonable.
We are able to plot the initial guess by adding the command plot(x,u) right before the for loop. We can as well plot successive iterations by moving the last plot(x,u) before the end. Now we can experiment as well as see if the iteration is converging. Try a variety of values of steps and n to produce a good plot. You will notice so as to this method converges quite slowly. In particular as we raise n we need to increase steps like n2 that is if n is large then steps needs to be really large.
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