Partial Differential Equations
Heat, wave, and Laplace equations — the three classical types of linear PDE.
Second-order linear PDEs in 2D classify (via the discriminant $b^2 - ac$) into:
- Elliptic (Laplace $\Delta u = 0$): steady states; smooth solutions; maximum principle.
- Parabolic (heat $\partial_t u = \Delta u$): irreversible diffusion; smoothing in time.
- Hyperbolic (wave $\partial_t^2 u = c^2 \Delta u$): finite propagation speed; sharp wavefronts.
Method of separation of variables: try $u(x,t) = X(x) T(t)$, get ODEs for $X$ and $T$. For the heat equation on $[0, L]$ with Dirichlet BCs the eigenmodes are $\sin(n\pi x/L)$; expanding initial data gives
$$u(x,t) = \sum_n a_n \sin\!\Big(\frac{n\pi x}{L}\Big)\,e^{-n^2\pi^2 t/L^2}.$$High-frequency modes decay first — the heat equation smooths data instantly. The wave equation preserves amplitude but transports it (d'Alembert's $f(x-ct) + g(x+ct)$).