ConceptComplete

Introduction to Nonlinear PDE - Examples and Constructions

ExampleTraveling Waves

For Fisher-KPP ut=uxx+u(1βˆ’u)u_t = u_{xx} + u(1-u), seek u(x,t)=U(xβˆ’ct)u(x,t) = U(x - ct). Substituting gives ODE: βˆ’cUβ€²=Uβ€²β€²+U(1βˆ’U)-cU' = U'' + U(1-U) Solutions with U(βˆ’βˆž)=1U(-\infty) = 1, U(∞)=0U(\infty) = 0 exist for cβ‰₯2c \geq 2, giving traveling wave fronts propagating with speed cc.

ExampleFixed Point Methods

For semilinear βˆ’Ξ”u=f(u)-\Delta u = f(u) with ff subcritical growth, define operator T:u↦wT: u \mapsto w where βˆ’Ξ”w=f(u)-\Delta w = f(u). Under suitable conditions, TT is a contraction on appropriate spaces, so Banach fixed point theorem gives existence/uniqueness via u=T(u)u = T(u).

ExampleVariational Methods

For βˆ’Ξ”u+u=up-\Delta u + u = u^p on bounded Ξ©\Omega with u=0u = 0 on βˆ‚Ξ©\partial\Omega, seek critical points of: J[u]=12∫(βˆ£βˆ‡u∣2+u2)βˆ’1p+1∫∣u∣p+1J[u] = \frac{1}{2}\int(|\nabla u|^2 + u^2) - \frac{1}{p+1}\int|u|^{p+1}

Mountain pass theorem (when JJ lacks compactness) finds saddle point solutions even without uniqueness or minimizers.

ExampleNumerical Methods for Nonlinear PDEs

Newton's method: Linearize F(u)=0F(u) = 0 as F(un)+Fβ€²(un)(un+1βˆ’un)=0F(u^n) + F'(u^n)(u^{n+1} - u^n) = 0, iterate.

Continuation methods: Start from solvable F0(u)=0F_0(u) = 0, follow solution branch as parameter varies to target F1(u)=0F_1(u) = 0.

Splitting methods: For ut=A(u)+B(u)u_t = A(u) + B(u), alternate solving ut=A(u)u_t = A(u) and ut=B(u)u_t = B(u) separately (operator splitting, ADI).

Remark

Integrable systems (KdV, sine-Gordon, NLS with specific nonlinearities) admit infinite conserved quantities and can be solved exactly via inverse scattering transformβ€”a remarkable exception to the general intractability of nonlinear PDEs.