Partial Differential Equations
Partial differential equations are an extension of ODE where the evolution depends not only on time but takes into account the environment values in a neighborhood.
The most prominent example of which is the diffusion of temperature in space which in its simplest form (one dimensional) is given by
\[
\partial_t u = \frac{1}{2}\partial_{xx} u
\]
This equation involves the second derivative for which we will consider the central difference:
\[
\begin{equation*}
f^{\prime\prime}(x) \approx \frac{f(x+h) + f(x-h) - f(x)}{2 h^2}
\end{equation*}
\]