A very simple solution to the diffusion equation is $u(x,t)=x^2+2 t$
My question:
How can this be a solution to the diffusion equation when nothing really diffuses, but just stays the same - see plot: Here
I can see that it is a solution but can't believe my eyes... Is there some kind of intuition other than: "it satisfies the PDE"?
Are there other examples of solutions to well-known equations that behave completely un-intuitive in some situations?
Here are a few pointers, from the more obtuse to the more direct.
"Meeting a friend in a corridor, Wittgenstein said: 'Tell me, why do people always say it was natural for men to assume that the sun went round the earth, rather than that the earth was rotating?' His friend said, 'Well, obviously, because it looks as if the sun is going round the earth.' To which the philosopher replied, 'Well, what would it have looked like if it had looked as if the earth was rotating?'" Apparently from Tom Stoppard's play Jumpers. More to the point: what does your intuition think the solution to the diffusion equation with initial conditions $u(x,0) = x^2$ should have looked like?
$u_1(x,t) = \text{const}$, and $u_2(x,t) = x$ are also solutions of the diffusion equation. Do you find them more or less surprising than the $x^2 + t$ solution?
The standard intuitive interpretation of the diffusion equation is that it "smooths out" variations in the solution. The way it finds these variations is by looking at the second derivative. But the second derivative of $x^2$ is constant everywhere, so what can the diffusion equation do?
Locally, every point "wants to be" equal to the average of the value in its neighbourhood. If the second derivative at a point is positive, the function looks like a valley, so the point increases its value over time; if the second derivative is negative, the point is on a peak, and tries to decrease. With $x^2$, all of $\mathbb{R}$ is a valley.