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Parabolic finite-element methods — Examples

1 · Prerequisites

2 · Summary

The examples compute a four-triangle heat-mesh case where the L2 and Ritz initial projections differ, verify the semidiscrete Ritz residual directly on the same one-dimensional trial space, and exhibit a scalar solution with H1 but not H2 time regularity whose first Crank–Nicolson nodal error is of order τ7/4. These are explicit checks of the separate initial-data, Ritz-residual, and time-regularity conditions in the main page.

3 · Logical flowchart

4 · Definitions, theorems and proofs

None yet.

5 · Examples, counterexamples and false statements

ExampleConstruction: AI-generatedVerification: AI-generatedjudge pass (gpt-6-luna)Open item page →

A solution with only H1 time regularity loses CN second order

Example

In the scalar evolution triple V=H=V∗=R, use a(x,y)=xy, T=1, exact solution u(t)=t3/4, and load f(t)=u′(t)+u(t). Apply Crank–Nicolson with exact interval-average load, uniform step τ=1/N, and U0=u(0)=0. Then the first nodal error is e1=τ7/414(1+τ/2). Thus the maximum nodal error is not O(τ2) although the exact solution belongs to H1(0,1) and the load belongs to L2(0,1), as assumed by the method. The H2 time regularity in the Crank–Nicolson theorem is a real condition.

Facts & Assumptions

Given: V=H=V∗=R with the identity embeddings, the form a(x,y)=xy, the function u(t)=t3/4, its load f=u′+u, and the Crank–Nicolson algorithm with interval-average forcing.

[F1]

Crank–Nicolson uses the average of the endpoint states in the autonomous form and the interval-average load (Crank–Nicolson and cG(1) for an autonomous parabolic form).

[F2]

A form is bounded and coercive when ∣a(x,y)∣≤M∥x∥∥y∥ and a(x,x)≥α∥x∥2 (Bounded, coercive and symmetric sesquilinear forms).

[F3]

An evolution triple uses dense continuous embeddings and identifies H with its dual in the canonical way (Evolution triples and the parabolic energy space).

Verification

1.1F2F3givenalgebra

Here a(x,y)=xy has M=α=1. The derivative is u′(t)=34t−1/4 and ∫01∣u′(t)∣2dt=916∫01t−1/2dt=98<∞; also u∈L2(0,1), so u∈H1(0,1) and f=u′+u∈L2(0,1). But u′′(t)=−316t−5/4 has nonintegrable square near zero, so u∉H2(0,1).

1.2F1givenalgebra

The exact equation integrated over (0,τ) is u(τ)−u(0)τ+1τ∫0τu(t)dt=1τ∫0τf(t)dt. The first CN step from [F1] is U1−U0τ+U1+U02=1τ∫0τf(t)dt. Subtract, use U0=u(0)=0, and set e1=U1−u(τ). This gives e1(1τ+12)=1τ∫0τt3/4dt−τ3/42=(47−12)τ3/4=114τ3/4.

2.1step 1.2algebra∎

Solving the scalar equation in step 1.2 yields e1=τ7/4/(14(1+τ/2)). Along τ=1/N→0, ∣e1∣/τ2=τ−1/4/(14(1+τ/2))→∞; the maximum nodal error is at least ∣e1∣, so it cannot be O(τ2).

ExampleConstruction: AI-generatedVerification: AI-generatedjudge pass (gpt-6-luna)Open item page →

The L2 projection and Ritz projection give different initial data

Example

Let Ω=(0,1)2 and partition its closure into four triangles by joining the center c=(1/2,1/2) to the four corners. Let Vh be the continuous piecewise-linear functions on this mesh with zero boundary values. Its standard nodal basis consists of the center hat ϕ, equal on each triangle to the barycentric coordinate of c. For u0=ϕ2, the L2 projection into Vh and the Dirichlet Ritz projection differ. This gives a nonzero initial error term when the semidiscrete heat equation is initialized by the L2 projection instead of the Ritz projection.

Use V=H01(Ω) with energy norm ∥v∥V=∥∇v∥L2(Ω) and H=L2(Ω). Poincare's inequality on the unit square makes this an evolution triple and makes the Dirichlet form bounded and coercive in the stated norm.

Facts & Assumptions

Given: Countable Choice; the four-triangle fan mesh and its continuous zero-boundary P1 space; the energy-norm evolution triple; u0=ϕ2; and the Dirichlet form.

[F1]

A matching affine simplicial mesh consists of finitely many nondegenerate simplices meeting along whole faces, with the open domain the interior of their union (Matching affine simplicial meshes and shape regularity).

[F2]

The continuous matching piecewise-polynomial space and its zero-boundary subspace are defined by facet matching and zero boundary-facet polynomial traces (Broken and conforming polynomial spaces on a matching mesh).

[F3]

A real zero-boundary conforming piecewise-polynomial function on a matching affine mesh lies in W01,2(Ω) under Countable Choice (Zero-boundary conforming polynomials lie in W0 1p and satisfy Poincare).

[F4]

Poincare's inequality on the unit square gives ∥v∥L2≤∥∇v∥L2 for v∈H01(Ω); hence the energy norm is Hilbert, V↪H is continuous, and the Dirichlet form has M=α=1 (Integer-order Sobolev spaces and their norms, The Poincare inequality for zero-boundary Sobolev closures on domains bounded in one direction, Bounded, coercive and symmetric sesquilinear forms).

[F5]

The Ritz equation has a unique solution characterized by a(Rhu,vh)=a(u,vh) for every vh∈Vh (The elliptic Ritz projection for a conforming finite-element space, Existence, uniqueness, linearity, and boundedness of the Ritz projection).

[A1]

Countable Choice is required by the zero-boundary membership supplier (The Axiom of Countable Choice (ACω)).

Verification

1.1A1F1F2F3F4given

The four triangles each have area 1/4, have disjoint interiors, and meet in whole edges or vertices; their union is the closed unit square. The piecewise barycentric coordinate ϕ is zero on the boundary and agrees on shared edges. An affine polynomial on each triangle is determined by its three vertex values; matching traces make shared vertex values agree. Thus a global continuous P1 function is determined by the five mesh vertex values. The four boundary values vanish, leaving only the center value, so Vh=span⁡{ϕ}. By [F3], ϕ∈H01(Ω); u0=ϕ2 is also a continuous zero-boundary piecewise polynomial and lies in H01(Ω). The norm and form hypotheses follow from [F4].

1.2F1givenalgebra

On a triangle K of area A=1/4, the affine map from the reference triangle has determinant magnitude 2A. If λ is the barycentric coordinate of the center vertex, direct integration gives ∫Kλmdx=2A∫01∫01−x(1−x−y)mdy dx=2A/((m+1)(m+2)) for m=1,2,3. Summing over the four triangles yields ∫Ωϕ=1/3, ∫Ωϕ2=1/6, and ∫Ωϕ3=1/10. The altitude from the center to each opposite boundary edge is 1/2, so the barycentric coordinate has gradient magnitude 2 and ∣∇ϕ∣2=4 on each triangle. Hence a(ϕ,ϕ)=4 and a(ϕ2,ϕ)=2∫Ωϕ∣∇ϕ∣2=8/3.

2.1F5step 1.2givenalgebra

Write the orthogonal projection as Phu0=pϕ. Its defining equation (u0−pϕ,ϕ)L2=0 gives p=(1/10)/(1/6)=3/5. By [F5], the Ritz projection is Rhu0=rϕ with a(u0−rϕ,ϕ)=0, hence r=(8/3)/4=2/3.

3.1step 2.1givenalgebra∎

Therefore Phu0−Rhu0=(3/5−2/3)ϕ=−ϕ/15≠0, since ϕ(c)=1. If uh(0)=Phu0, the error-splitting variable θ(0)=uh(0)−Rhu0 is exactly this nonzero function.

ExampleConstruction: AI-generatedVerification: AI-generatedOpen item page →

Direct derivation of the semidiscrete Ritz residual

Example

On the four-triangle unit-square fan mesh, take V=H01((0,1)2) with its usual H1 norm and H=L2((0,1)2). Let ϕ be the center hat and use the Dirichlet form a(v,w)=∫Ω∇v⋅∇w. Poincare's inequality and The zero-boundary Sobolev energy space is a separable Hilbert space give the stated separable evolution triple; on its H1 norm the form has M=1 and α=1/2. Set q(t)=e−t, u(t)=q(t)ϕ2, and define the forcing by ⟨f(t),v⟩=(u′(t),v)L2+a(u(t),v). Then u is the exact forced solution. Initialize the semidiscrete solution at uh(0)=Rhu(0) and write uh(t)=c(t)ϕ. This finite-dimensional example verifies the Ritz error identity by direct integration.

Facts & Assumptions

Given: Countable Choice; the unit-square fan mesh, its zero-boundary continuous P1 space, and center hat ϕ; the stated H1-norm evolution triple and Dirichlet form; and the manufactured forcing above.

[F1]

The conforming polynomial space is defined by matching polynomial traces on every interior facet and imposing zero traces on boundary facets (Matching affine simplicial meshes and shape regularity, Broken and conforming polynomial spaces on a matching mesh).

[F2]

A real zero-boundary conforming piecewise polynomial on a finite matching affine mesh belongs to H01(Ω) under Countable Choice (Zero-boundary conforming polynomials lie in W0 1p and satisfy Poincare).

[F3]

Poincare's inequality on the unit square gives ∥v∥L2≤∥∇v∥L2≤∥v∥H1, so the usual H1 norm makes V Hilbert and the embedding into H continuous. The Dirichlet form is bounded by M=1 and coercive by α=1/2 because ∥v∥H12=∥v∥L22+∥∇v∥L22≤2∥∇v∥L22 (Integer-order Sobolev spaces and their norms, The Poincare inequality for zero-boundary Sobolev closures on domains bounded in one direction, Bounded, coercive and symmetric sesquilinear forms, The zero-boundary Sobolev energy space is a separable Hilbert space).

[F4]

The finite-element semidiscretization has a unique solution for measurable bounded coercive forms and loads (Well-posedness and energy stability of the semidiscrete FEM system).

[F5]

The Ritz equation has a unique solution characterized by a(Rhw,vh)=a(w,vh) for every vh∈Vh (The elliptic Ritz projection for a conforming finite-element space, Existence, uniqueness, linearity, and boundedness of the Ritz projection).

[F6]

With ρ=Rhu−u and θ=uh−Rhu, the semidiscrete equations give (θ′,vh)H+a(θ,vh)=−(ρ′,vh)H for a fixed Ritz map and a time-independent form (Semidiscrete Ritz error splitting and energy estimate).

[A1]

Countable Choice is retained by the finite-element inclusion and semidiscrete existence suppliers (The Axiom of Countable Choice (ACω)).

Verification

1.1F1F2F3F5A1given

The four triangles meet along whole edges and vertices and cover the closed square. On each triangle the center barycentric coordinate defines ϕ; these traces match, and its boundary trace is zero. An affine P1 function is determined by its three vertex values on each triangle, so the global zero-boundary P1 space has only the center value free and equals span⁡{ϕ}. Thus [F2] puts this trial space in H01(Ω); [F3] supplies the Hilbert and form hypotheses. The function u=qϕ2 is also a zero-boundary conforming piecewise polynomial and is in the energy space. Since q is smooth, u′=q′ϕ2∈V; therefore v↦(u′,v)L2 and v↦a(u,v) are continuous functionals on V, and the defined load is square-integrable. By [F5] the initial Ritz value is defined.

1.2givenalgebra

On each triangle K, ∣K∣=1/4, the center barycentric coordinate λ satisfies ∫Kλm=2∣K∣∫01∫01−x(1−x−y)mdy dx=2∣K∣/((m+1)(m+2)) for m=1,2,3 by affine change of variables and iterated integration. Hence ∫Ωϕ=1/3, ∫Ωϕ2=1/6, and ∫Ωϕ3=1/10. The altitude from the center to every boundary edge is 1/2, so ∣∇ϕ∣2=4 on each triangle. Thus a(ϕ,ϕ)=4 and a(ϕ2,ϕ)=2∑K∫Kϕ∣∇ϕ∣2=8/3. Also (ϕ2,ϕ)L2=1/10.

2.1F5step 1.2algebra

By [F5], Rhu(t)=(2/3)q(t)ϕ, since a((2/3)qϕ,ϕ)=q(8/3)=a(qϕ2,ϕ). Therefore ρ=q((2/3)ϕ−ϕ2) and (ρ′,ϕ)L2=q′((2/3)(1/6)−1/10)=q′/90.

3.1F3F4F6A1step 1.2step 2.1algebra∎

Testing the semidiscrete equation with ϕ and using step 1.2 gives c′/6+4c=q′/10+8q/3. For θ=(c−2q/3)ϕ, direct substitution yields (θ′,ϕ)L2+a(θ,ϕ)=c′/6−q′/9+4c−8q/3=−q′/90=−(ρ′,ϕ)L2. This is [F6] for the sole basis vector, hence for every vh∈Vh by linearity. The calculation uses the initial Ritz projection, so θ(0)=0.