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Symmetric interior-penalty discontinuous Galerkin
1 · Prerequisites
- Absolute and Conditional Convergence; Rearrangement; Products
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2 · Summary
This page defines the symmetric interior-penalty method for scalar, real, second-order elliptic diffusion on finite matching shape-regular affine simplicial meshes, with a piecewise constant symmetric positive-definite coefficient and homogeneous Dirichlet data imposed weakly. The local inverse-trace result yields a sufficient degree- and shape-dependent penalty threshold; no universal value is claimed. The energy estimate is proved directly from SIP consistency and coercivity. The L2 estimate is conditional on adjoint consistency, dual regularity, and a face-aware approximation bound with exponent . Equilibrated flux recovery is outside this interface.
3 · Logical flowchart
4 · Definitions, theorems and proofs
Sobolev traces and Gauss–Green formula on physical simplices
Statement
Assume Countable Choice. Let , let be the reference simplex, and let map affinely onto a nondegenerate closed simplex , with . Sobolev spaces on mean spaces on its open interior. For every scalar and vector field , each physical facet has bounded traces and , obtained by affine transfer from the reference trace maps. These traces are independent of the chosen orientation-preserving reference map, and they satisfy where is the outward unit normal.
Facts & Assumptions
Given: Countable Choice, the reference simplex, an orientation-preserving affine map onto a nondegenerate simplex, , and .
Matching affine simplicial meshes and shape regularity: every physical cell is the image of the reference simplex by an affine bijection; its vertex order is chosen so the map has positive determinant.
Affine pullback of weak derivatives and Sobolev seminorms: affine pullbacks of functions lie in and satisfy .
Sobolev face traces and Gauss–Green on a reference simplex: scalar and componentwise vector traces from to exist on every reference facet and obey the reference Gauss–Green identity.
Gauss–Green formula on an affine simplex: the oriented face area element transforms as .
Smooth functions are dense in finite-order Sobolev spaces on a reference simplex: restrictions of smooth functions on a neighborhood of the closed reference simplex are dense in .
A C^1 diffeomorphism satisfies the change-of-variables formula for nonnegative Lebesgue measurable functions: under the affine map, volume integrals transform with the constant Jacobian .
Holder's inequality for integrals, including the endpoint cases: products of two functions on a measure space are integrable and their integrals satisfy the Cauchy–Schwarz bound.
The Axiom of Countable Choice (): Countable Choice is the declared hypothesis of the affine pullback, density, change-of-variables, and reference trace suppliers [F2]–[F3], [F5]–[F6].
Proof
Put and . By [F2], both belong to . Define the physical traces by and . The reference traces in [F3] are in ; the constant affine surface Jacobian from [F4] and the fixed matrix factor show these definitions give bounded traces. For a fixed map, [F5] supplies smooth approximants to and each component of ; the reverse estimate in [F2] maps them to smooth approximants on . Thus smooth functions on are dense in , and any two bounded affine-transfer trace maps agree on this dense smooth class, so they agree on all of .
Applying the componentwise weak chain rule [F2] and the identity gives . Also . The volume products are integrable by [F7], so [F6] applied to their positive and negative parts identifies the reference volume integral in [F3] with the physical volume integral in the claim. The reference boundary products are integrable by [F3] and [F7]. By the trace definition in step 1.1, ; hence its normal pairing is by [F4], while the scalar trace is the pullback of . Applying [F3] and summing over the finitely many facets proves the identity.
Jump and average conventions for symmetric interior-penalty DG
Definition
Let and let be a finite matching affine simplicial mesh of a bounded polyhedral open set , with shape-regularity bound , as in Matching affine simplicial meshes and shape regularity. Write for its interior facets and for its boundary facets, and put . Fix a degree for this broken space. The trial functions below belong to the broken scalar polynomial space from Broken and conforming polynomial spaces on a matching mesh.
For each interior facet , choose a unit normal pointing from to . For a scalar or vector field with traces from both cells, define For a boundary facet , let be the outward unit normal and define and . Reversing the chosen interior normal also reverses , so the scalar jump/average contractions used in the form are independent of that choice.
For one-dimensional interval examples, use the following separate extension of the same formulas. At an interior point shared by a left cell and right cell , orient from left to right and set and . At either endpoint use the one-sided trace for both jump and average, and use counting measure on the zero-dimensional face. This extension is not an instance of the published mesh definition above.
The following diagram records the interior orientation; the formulas above are the definitions, and the diagram is only a convention aid.
Remarks
This is the scalar-jump convention: on an interior facet the corresponding vector jump is . On a boundary facet the jump is the trace itself; this is the convention that makes the penalty and consistency terms impose homogeneous Dirichlet data weakly. A normal-flux contraction with the scalar jump is unchanged when the interior orientation is reversed.
Symmetric interior-penalty DG form and energy seminorm
Definition
Assume Countable Choice for the Sobolev notation below. Each cell is the closed simplex from Matching affine simplicial meshes and shape regularity; in notation, means its open interior, and its facets are the boundary faces of that interior. Write for . Use the mesh and jump convention of Jump and average conventions for symmetric interior-penalty DG. Specialize Broken and conforming polynomial spaces on a matching mesh to scalar real polynomials of a fixed degree , so . On every cell , let be a constant symmetric matrix. Assume common bounds such that Write , let , and fix a penalty parameter . Define to consist of broken real-valued functions with , distributional , and an one-sided normal coefficient-flux trace on every facet of each cell . Precisely, is the unique function satisfying Here is the value trace from Sobolev traces and Gauss–Green formula on physical simplices; uniqueness follows by testing smooth functions supported near the relative interior of each facet, whose restrictions are dense in . If and points outward from , set ; on a boundary facet set with the outward normal. These definitions agree with whenever the classical one-sided vector flux traces exist. Broken polynomials and cellwise functions belong to by Sobolev traces and Gauss–Green formula on physical simplices. For , define All facet integrals and norms use -dimensional surface measure for the stated mesh dimension . Counting measure is reserved for the separate one-dimensional interval examples in Jump and average conventions for symmetric interior-penalty DG. The expression is real and symmetric.
Define the energy expression and its augmented version on by The first expression is initially a seminorm on ; its definiteness is not part of this definition. The stated Sobolev notation follows Integer-order Sobolev spaces and their norms. Cellwise functions have the required value and normal coefficient-flux traces by Sobolev traces and Gauss–Green formula on physical simplices, because is constant. The augmented expression is defined whenever , so it applies in particular to the exact functions, dual functions and discrete polynomials used below.
For define the discrete load . A symmetric interior-penalty DG solution is a function satisfying for every .
Discrete inverse-trace bound for SIPDG coefficient fluxes
Statement
Assume Countable Choice. Let , , , , , , and be as in Symmetric interior-penalty DG form and energy seminorm. There is a constant , depending only on , , , , and , such that every satisfies The constant is uniform over the mesh family and does not depend on its cell sizes. In particular, the penalty threshold derived from this estimate is mesh-degree and shape dependent; it is not a universal numerical constant.
Facts & Assumptions
Given: Countable Choice; a shape-regular affine simplicial mesh with bound ; ; piecewise constant symmetric coefficients satisfying ; and .
The SIPDG definition gives as the arithmetic average of the adjacent coefficient fluxes, dotted with the fixed face normal; the boundary flux is one-sided. (Symmetric interior-penalty DG form and energy seminorm)
For every cell polynomial and facet, the discrete trace estimate has scaling ; constants depend on degree and shape regularity. (Polynomial inverse and discrete trace inequalities)
The inverse-trace supplier explicitly assumes Countable Choice. (The Axiom of Countable Choice ())
Since and , for every incident cell.
Proof
For each cell , is a vector polynomial of degree at most . Let be times the trace constant in [F2] with polynomial degree , so the estimate applies componentwise. Use . For an interior face, convexity of the squared norm gives ; for a boundary face there is one term. By [A1], , so , where is the set of one or two incident cells.
Each simplex has facets, so summing step 1.1 over all faces counts each cell at most times. Ellipticity gives . Thus the required estimate holds with .
The SIPDG broken energy expression is definite
Statement
Assume Countable Choice. Let be the energy expression from Symmetric interior-penalty DG form and energy seminorm on a finite matching simplicial mesh of a nonempty bounded polyhedral domain, with and . Then is a norm on .
Facts & Assumptions
Given: Countable Choice; a finite face-to-face triangulation of a bounded polyhedral open set, , , and the broken polynomial space and energy expression of Symmetric interior-penalty DG form and energy seminorm.
The squared energy expression is the sum of nonnegative cell-gradient terms and positive-weight squared jumps on every interior and boundary facet. (Symmetric interior-penalty DG form and energy seminorm)
A matching mesh is a finite union of nondegenerate simplices with pairwise-disjoint interiors; each interior facet is shared and each boundary facet is exterior. (Matching affine simplicial meshes and shape regularity)
Products of functions satisfy the integral Cauchy–Schwarz inequality. (Holder's inequality for integrals, including the endpoint cases)
Cauchy–Schwarz holds for every finite list of real numbers. (Cauchy-Schwarz with its equality case, the triangle inequality for , the parallelogram law and polarisation)
On each physical simplex, the Green identity applies to and the vector field , giving . (Sobolev traces and Gauss–Green formula on physical simplices)
Countable Choice is the declared Sobolev/trace background of [F1] and the physical-simplex Green supplier [F5]. (The Axiom of Countable Choice ())
Proof
Suppose . Every cell-gradient term is zero, and positive definiteness of implies almost everywhere. Since is a polynomial on the connected simplex , it is a constant .
Every interior-facet jump is zero by [F1], so adjacent cells have equal constants. Thus is constant on each connected component of the cell-facet adjacency graph. For any such component, sum [F5] over its finitely many cells. The cell volumes are positive, while the two oriented integrals on every shared facet cancel; if there were no unshared facet, this would give , a contradiction. Every unshared facet is an exterior mesh facet by the matching property [F2]. On that facet the boundary jump is the cell trace itself, so [F1] forces the component's constant to be zero. Therefore on every cell.
The expression is homogeneous under scalar multiplication. Define its associated pairing by . For any vectors , the quadratic is nonnegative for all real ; if , its discriminant is nonpositive, giving , and the case is immediate. [F3] bounds the resulting cell integrals and each facet integral, while [F4] combines the finitely many cell and facet terms to give . Expanding gives . Thus the triangle inequality holds; together with step 2.1 this proves the norm axioms.
Boundedness of the SIPDG form in the augmented norm
Statement
Assume Countable Choice and the SIPDG setting of Symmetric interior-penalty DG form and energy seminorm, with . For all , The energy expression is also a seminorm on .
Facts & Assumptions
Given: Countable Choice, the SIPDG form and augmented expression on , and .
Symmetric interior-penalty DG form and energy seminorm: is the cell coefficient-gradient term, two symmetric flux-jump terms, and the penalty term; adds to the energy expression.
Holder's inequality for integrals, including the endpoint cases: for functions, .
Cauchy-Schwarz with its equality case, the triangle inequality for , the parallelogram law and polarisation: the Euclidean Cauchy–Schwarz inequality holds for every finite list.
The Axiom of Countable Choice (): Countable Choice is the declared Sobolev/trace background of the form definition [F1].
Proof
Set and . For any real vectors , positivity of gives for every real ; the discriminant of this quadratic implies . Applying [F2] on each cell and then [F3] to the finite cell sum gives . The same two inequalities give . Applying [F3] to the two-component vectors and shows that the absolute value of the sum of the volume and penalty terms is at most .
For one flux term, weighted Cauchy–Schwarz using [F2] on each face and [F3] on the finite face sum gives . Interchanging gives the same bound for the other flux term. Adding these two bounds to step 1.1 proves the stated bilinear-form constant.
The energy pairing is symmetric and nonnegative on the diagonal. Step 1.1 proves . Expanding and using this bound gives ; the formula also gives nonnegativity and absolute homogeneity. Taking square roots proves the seminorm axioms.
Exact consistency of the symmetric interior-penalty DG form
Statement
Assume Countable Choice. Let the mesh, coefficients, and SIPDG form be as in Symmetric interior-penalty DG form and energy seminorm. Suppose on every cell, its facet traces agree across every interior facet, its boundary trace is zero, and on each cell with . Assume also that the normal coefficient fluxes agree across interior facets: . Then for every ,
Facts & Assumptions
Given: Countable Choice; a finite matching affine simplicial mesh; cellwise constant symmetric positive-definite ; a piecewise function with matching interior traces and zero boundary trace; a piecewise source ; and matching interior normal fluxes.
The SIPDG form contains the broken volume term, the two symmetric flux-jump terms, and the jump penalty; the boundary jump equals the trace of its cell. (Symmetric interior-penalty DG form and energy seminorm, Jump and average conventions for symmetric interior-penalty DG)
On each physical affine simplex, for scalar and vector field , the transferred face traces satisfy . (Sobolev traces and Gauss–Green formula on physical simplices)
Countable Choice is the stated hypothesis of the physical-simplex trace and Green identity [F2]. (The Axiom of Countable Choice ())
means and consists of classes with first weak derivatives in . (Integer-order Sobolev spaces and their norms)
Proof
On each cell , take and . Since , [F4] and constant give , so [F2] and the cell equation yield .
Sum step 1.1 over cells. On an interior facet the two outward normals are and ; the assumed normal-flux equality makes the two boundary terms equal . On a boundary facet the single term is also by the one-sided convention. Therefore the broken volume term equals .
The matching traces of and its zero boundary trace give on every facet. Substitution into the SIPDG form makes its second flux-jump term exactly cancel the face sum of step 2.1, while its adjoint-consistency term and penalty term vanish. Hence .
SIPDG adjoint consistency for piecewise H2 dual solutions
Statement
Assume Countable Choice and the mesh and coefficient hypotheses of Symmetric interior-penalty DG form and energy seminorm. Let on every cell, and let be a dual solution with matching interior traces, zero boundary trace, matching normal coefficient fluxes, and on every cell. Then the SIPDG form, extended to these piecewise regular functions by its same formula, satisfies
Facts & Assumptions
Given: Countable Choice; a finite matching affine simplicial mesh; piecewise constant symmetric positive-definite ; piecewise error ; and a piecewise dual solution with matching traces, zero boundary trace, matching normal fluxes, and cellwise.
The SIPDG formula is symmetric in its two arguments, with face terms . (Symmetric interior-penalty DG form and energy seminorm)
For on a physical affine simplex, the trace Green identity is . (Sobolev traces and Gauss–Green formula on physical simplices)
Countable Choice is required by the imported reference-simplex Green identity [F2]. (The Axiom of Countable Choice ())
means , so when is constant. (Integer-order Sobolev spaces and their norms)
Proof
On each cell apply [F2] with scalar and vector field , which belongs to by [F4]. Symmetry of and the dual equation give .
Sum step 1.1 over all cells. Matching normal fluxes make each interior-face contribution , and the boundary contributions use . Thus .
The traces of match on interior facets and vanish on boundary facets, so for every . In the term and the penalty term therefore vanish; the remaining flux term is . Substituting step 2.1 proves the identity.
SIPDG coercivity above the discrete inverse-trace threshold
Statement
Assume Countable Choice. Use the mesh, coefficient field, energy norm, and form of Symmetric interior-penalty DG form and energy seminorm, and let be the constant of Discrete inverse-trace bound for SIPDG coefficient fluxes. If , then Thus the discrete bilinear form is coercive with constant in the broken energy norm. For every , the finite-dimensional SIPDG system has a unique solution. The sufficient threshold depends on the polynomial degree, shape regularity, and coefficient ellipticity bounds; no universal penalty value is asserted.
Facts & Assumptions
Given: Countable Choice; ; symmetric cellwise constant with ellipticity bounds ; a finite matching shape-regular mesh; ; and the SIPDG form and energy norm.
The form is the cell energy minus the two symmetric flux-jump pairings plus . (Symmetric interior-penalty DG form and energy seminorm)
The squared coefficient-flux trace satisfies . (Discrete inverse-trace bound for SIPDG coefficient fluxes)
The broken energy expression is a norm on the finite-dimensional discontinuous polynomial space. (The SIPDG broken energy expression is definite)
Countable Choice is the explicit hypothesis in the inverse-trace and energy-norm suppliers [F2]–[F3]. (The Axiom of Countable Choice ())
The case of Holder's inequality gives . (Holder's inequality for integrals, including the endpoint cases)
Cauchy–Schwarz holds for every finite list of real numbers. (Cauchy-Schwarz with its equality case, the triangle inequality for , the parallelogram law and polarisation)
Proof
Put and . The integral Cauchy–Schwarz inequality [F5] on each facet, followed by [F6] on the finite weighted face sum and [F2] give .
By [F1], . Young's inequality gives , hence .
The coefficient matrix of in any basis of the finite-dimensional space is symmetric by [F1]. If its matrix kernel contained a nonzero vector, the corresponding would satisfy , contradicting [F3] and step 2.1. Therefore the square matrix is injective, hence invertible in finite dimension, so every load has exactly one solution.
SIPDG L2 error under adjoint consistency and dual approximation
Statement
Assume Countable Choice and the SIPDG setting of Symmetric interior-penalty DG form and energy seminorm. Let satisfy all hypotheses of Exact consistency of the symmetric interior-penalty DG form, and let satisfy for all . Set , let as in Zero-boundary Sobolev space as a norm closure, and let , with . Suppose and a dual solution exists satisfying with the following properties:
- Its one-sided normal coefficient-flux traces are in in the weak Green sense defining . In the branch , assume also on every cell, with matching interior value traces, zero boundary value trace, and matching interior normal coefficient fluxes; then SIPDG adjoint consistency for piecewise H2 dual solutions gives . In the branch , assume this adjoint-consistency identity as an additional hypothesis. The weak dual equation gives , so the stated flux and trace conditions place in the form domain of Symmetric interior-penalty DG form and energy seminorm.
- The specified normed dual-regularity space is a subspace of , and for some .
- There is such that Here .
Then The theorem retains the dual regularity exponent and the half-order face-flux contribution in . It does not infer the dual approximation estimate or adjoint-consistency identity from elliptic regularity alone.
Facts & Assumptions
Given: Countable Choice; the exact solution satisfying Exact consistency of the symmetric interior-penalty DG form and the discrete solution satisfying the equation in the Statement; the dual solution ; an exponent ; the branch-specific adjoint-consistency hypotheses in the Statement; the dual regularity and approximation inequalities in the Statement; and the augmented SIPDG expression.
Exact consistency and the discrete equation imply for every . (Exact consistency of the symmetric interior-penalty DG form)
On its form domain, the SIPDG bilinear form satisfies with . (Boundedness of the SIPDG form in the augmented norm)
In the branch, piecewise dual solutions with matching traces and normal flux satisfy . (SIPDG adjoint consistency for piecewise H2 dual solutions)
Countable Choice is the stated background for the exact-consistency, adjoint-consistency, physical-trace, and SIPDG form-domain suppliers used here. (The Axiom of Countable Choice ())
The zero-boundary space is the norm closure of in , so a smooth test compactly supported inside a cell belongs to . (Zero-boundary Sobolev space as a norm closure)
The reference trace maps transfer to bounded value traces on each physical simplex facet for every cellwise function. (Sobolev traces and Gauss–Green formula on physical simplices)
The exact solution is cellwise by the hypotheses of exact consistency, and the SIPDG definition places cellwise functions and broken polynomials in . (Exact consistency of the symmetric interior-penalty DG form, Symmetric interior-penalty DG form and energy seminorm)
For , the dual solution is assumed to have the stated weak normal-flux traces and adjoint-consistency identity; this carrier does not prove the fractional trace theorem that would discharge those assumptions.
Proof
The result is immediate if . Otherwise choose from the stated approximation hypothesis. For , [F3] gives under the stated piecewise- and trace-matching hypotheses; for this identity is [A1]. Exact consistency plus the discrete equation give by [F1]. Hence .
By [F7], is cellwise and are broken polynomials, so and belong to . For each cell , a test in extended by zero belongs to by [F5]; the weak dual equation then gives in distributions. Item 1 supplies the one-sided normal flux traces, and supplies its cellwise restrictions and value traces by [F6]. Thus and [F2] gives with .
Apply step 1.2 to step 1.1 and then use the dual approximation and regularity assumptions. This gives . Divide by the positive to obtain the asserted estimate.
A direct Strang-type energy error estimate for SIPDG
Statement
Assume Countable Choice and the mesh, coefficient, penalty, and exact-solution hypotheses of Exact consistency of the symmetric interior-penalty DG form and SIPDG coercivity above the discrete inverse-trace threshold. Let be the unique discrete solution, so for every . Let be the constant in Discrete inverse-trace bound for SIPDG coefficient fluxes and put . Then for every , Consequently . The augmented approximation term retains the face-flux trace needed to bound the SIP consistency terms; no approximation rate is asserted without a separate bound on that term.
Facts & Assumptions
Given: Countable Choice; the exact solution and discrete solution satisfying the equations in the Statement; the coercivity threshold; and the mesh-dependent expressions and .
The form and energy expressions are defined on , which contains the cellwise exact solution and the broken polynomials. (Symmetric interior-penalty DG form and energy seminorm)
For the stated piecewise exact solution, for every . (Exact consistency of the symmetric interior-penalty DG form)
For every , . (Discrete inverse-trace bound for SIPDG coefficient fluxes)
The form obeys on , and is a seminorm there. (Boundedness of the SIPDG form in the augmented norm)
Countable Choice is used by the inverse-trace and physical-simplex Green suppliers [F3]–[F4]. (The Axiom of Countable Choice ())
Proof
The exact solution is cellwise and are broken polynomials, so and belong to . The boundedness constant for their form pairing is by [F5].
Fix and set . If , then is immediate. Otherwise, coercivity [F2], the discrete equation and exact consistency [F3] give . By [F4] and , . Apply [F5] and step 1.1 to obtain . Dividing by proves .
Since is a seminorm on by [F5], its triangle inequality and step 2.1 give . This holds for every , so taking the infimum proves both assertions.
5 · Examples, counterexamples and false statements
None yet.