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hp finite elements and spectral elements — Examples
1 · Prerequisites
- Absolute and Conditional Convergence; Rearrangement; Products
- Areas of Elementary Plane Figures
- Binary Operations, Monoids, Groups and Subgroups
- Bounded Linear Operators and Quotient Spaces
- Céa and Aubin–Nitsche error estimates
- Compactness
- Compactness in Metric Spaces
- Completeness, Completion, and Uniform Continuity
- Complex Lp Spaces and Test-Function Conventions
- Complex Norms and Realification
- Complex Subspace Realification
- Complexification, Realification and Real Structures
- Construction of the Natural Numbers
- Construction of the Real Numbers via Cauchy Sequences
- Construction of the Real Numbers via Dedekind Cuts
- Continuity, IVT, EVT, and Uniform Continuity
- Cosets, Index and Lagrange's Theorem
- Countability and Uncountability
- Countability Axioms and Cardinal Functions
- Darboux, L'Hôpital, and Taylor's Theorem
- Density Separability and Convolution in Lᵖ
- Determinants of Matrices over a Commutative Ring
- Distributions Test Functions and Differentiation
- Divisibility, Euclidean Domains, Principal Ideal Domains and Unique Factorisation
- Dual Spaces Adjoint Operators and Annihilators
- Dual Spaces, Bilinear and Quadratic Forms, and Sylvester's Law of Inertia
- Euclidean Surface Measure, Divergence, and Green Identities
- Filters and Ultrafilters
- Finite Counting, Factorials and Binomial Coefficients
- Finite Dimensional Normed Spaces and Riesz Lemma
- Finite-element meshes and interpolation
- Foundations of the Real Numbers for Analysis
- Fubini and Change of Variables
- Gaussian Elimination, Elementary Matrices and Reduced Row Echelon Form
- Group Actions, Orbits, Stabilisers and Cayley's Theorem
- Hausdorff via the Diagonal
- Hilbert Space Geometry and Riesz Representation
- hp finite elements and spectral elements
- Ideals, Quotient Rings and the Isomorphism Theorems for Rings
- Inner Product Spaces, Gram-Schmidt, Projections and Adjoints
- Lax--Milgram and Weak Elliptic Solutions
- Lebesgue Measure on Euclidean Space
- Limits of Real Functions
- limsup, liminf, and Subsequential Limits
- Linear Independence, Bases and Dimension
- Linear Transformations, Rank-Nullity and Quotient Spaces
- Matrices, the Matrix of a Linear Map, and Change of Basis
- Measurable Functions and Simple Approximation
- Measures and Their Basic Properties
- Metric Spaces
- Mixed Partials, Taylor Formulae, and Extrema
- Monotone Functions, Discontinuities, and Continuity Sets
- Monotone Sequences, Bolzano-Weierstrass, and Cauchy Completeness
- Normal Subgroups and Quotient Groups
- Normed and Banach Spaces
- Norming and Separation under Hahn–Banach
- Order, Zorn's Lemma, and the Axiom of Choice
- Outer Measure and the Caratheodory Extension Theorem
- Outward rounded interval and ball arithmetic
- Pointwise Extended-Real Function Products
- Polynomial Rings, the Division Algorithm and Roots
- Power Series and Real-Analytic Functions
- Product Measures and the Fubini Tonelli Theorems
- Properties of the Integral and the Working FTC
- Radon Measures and the Riesz Markov Kakutani Theorem
- Relations, Functions, and Quotients
- Rings, Subrings, Integral Domains and Fields
- Rⁿ as a Normed Space; Vector-Valued Functions
- Roots, Rational Powers, and Classical Inequalities
- Schwartz Space and the Plancherel Theorem
- Separation Axioms: the Hierarchy
- Sequences and Limits
- Sequences and Series of Functions; Uniform Convergence
- Series: Convergence and the Nonnegative Tests
- Sigma Algebras and Borel Sets
- Simple Field Extensions and the Construction of the Complex Numbers
- Smooth Manifolds and Smooth Maps
- Smooth Partitions of Unity and Exhaustions
- Spectral collocation and Galerkin methods
- Subspaces, Products, and Quotients
- Suprema and Infima
- Symmetric Groups, Cycle Decomposition and the Sign Homomorphism
- Tangent Cotangent and the Differential
- The Analytic Hahn Banach Theorem
- The Cantor Set, Baire Category, and Measure Zero in ℝ
- The Derivative and the Mean Value Theorems
- The Determinant of a Linear Operator, Cofactors and Cramer's Rule
- The Exponential Function
- The Fundamental Theorems of Calculus
- The Inverse and Implicit Function Theorems
- The Lebesgue and Riemann Integrals Compared
- The Lebesgue Integral and the Convergence Theorems
- The Logarithm and General Powers
- The Lᵖ Spaces Holder Minkowski and Riesz Fischer
- The Maximal Function and Lebesgue Differentiation
- The Riemann Integral in Rᵐ and Jordan Content
- The Riemann Integral: Definition and Integrability
- The Topology of Euclidean Space
- The Total Derivative in ℝᵐ → ℝⁿ
- The ZFC Axioms and the Basic Set Constructions
- Topological Spaces and Continuity
- Topology of ℝ
- Triangularisation, Generalised Eigenspaces and Jordan Canonical Form
- Vector Spaces, Linear Subspaces, Span and Direct Sums
- Weak Derivatives and Sobolev Spaces
2 · Summary
These examples apply the fixed-box analytic p estimate, compute the degree-two GLL mass correction, and give a two-cell SIPDG counterexample showing why a fixed penalty fails as degree grows. On one L-shaped polygon, the reentrant-corner example proves both the local fixed-degree h lower bound of order and the global hp upper bound on the stated geometrically graded meshes. Its Dirichlet set is exactly the two edges where the corner mode vanishes; no zero condition is imposed on the other edges.
3 · Logical flowchart
4 · Definitions, theorems and proofs
None yet.
5 · Examples, counterexamples and false statements
A degree-independent SIPDG penalty loses coercivity
Statement refuted
For the symmetric interior penalty discontinuous Galerkin (SIPDG) form, choosing a penalty coefficient independent of polynomial degree always makes the form coercive on discontinuous piecewise polynomials.
Facts & Assumptions
Given: Integer , fixed , the two unit intervals, and the stated interior jump, average, and bilinear form.
Weighted Jacobi endpoint kernel on the reference interval for gives shifted orthogonal polynomials on with .
Counterexample
Use the two-cell mesh with cell size one, natural exterior boundary, degree on each cell, jump , average derivative , and symmetric interior penalty form
where is fixed independent of .
For , the Rodrigues polynomial in [F1] is . Its value at is : writing , the first nonzero term of is , and . Define . Orthogonality, the norm in [F1], and give , , and .
Put . Then , , , and . Define on and on . Its cell restrictions have degree at most , its jump is , its left derivative at the interface is , and its right derivative is . Therefore the broken derivative energy is and the interface flux term is . Substituting into the stated form yields , which is negative whenever . Meanwhile . This disproves coercivity for every fixed once is sufficiently large.
The degree-two GLL mass matrix changes only its highest Legendre mode
Example
For , the one-dimensional Legendre basis has exact mass matrix , whereas the GLL quadrature mass matrix is . The only change is the top mode, with correction .
Facts & Assumptions
Given: , , , , and the GLL definition.
Legendre-Gauss-Lobatto nodes, weights, and tensor quadrature: the nodes are with weights defined by integrating their cardinal polynomials.
GLL quadrature changes only the top Legendre modes and is p-uniformly equivalent: for degree , the GLL squared-norm defect is times the squared top Legendre coefficient.
Verification
Since , its interior GLL node is , and the two endpoints complete the nodes. The cardinal polynomials are , , and . Integrating them gives weights .
Legendre orthogonality [F3] gives the exact diagonal entries , , and . The nodes and weights in step 1.1 give , , and . Every cross product has degree at most three, so exactness through degree makes the off-diagonal entries zero. The top correction is , which agrees with [F2] at and top coefficient .
A reentrant-corner mode separates fixed-degree h error from hp error
Example
Assume Countable Choice for the hp comparison. Let
the L-shaped polygon with reentrant corner at the origin. In polar coordinates about the origin, lies in . Define
This mode vanishes on exactly the two boundary edges ending at the origin, which are the fixed Dirichlet set ; no zero boundary value is imposed on the outer edges. Let be a fixed nondegenerate closed triangle with one vertex at the origin and . Choose so for . For each fixed integer degree there is such that
This gives a local lower bound for fixed-degree approximation; if is itself one cell of a piecewise-polynomial mesh and its local degree is , it also bounds below the global error on that mesh. In contrast, on any nested matching shape-regular corner-graded mesh family satisfying the hypotheses of Exponential hp energy convergence for weighted-analytic polygon corners, with uniform total degrees and zero values imposed only on ,
The diagram records the reentrant sector and the two boundary edges in . The proof uses the coordinate description above, not the picture.
Facts & Assumptions
Given: The L-shaped polygon and mode just defined; polar exponent ; a fixed nondegenerate closed triangle with vertex and punctured interior in ; such that for ; integer ; and Countable Choice for the hp comparison.
On an affine simplex of size , the local degree- approximation space is and the hp conformity convention is matching polynomial traces. (Variable-degree conforming hp spaces on matching affine meshes)
Every finite-dimensional subspace of a normed space is closed, including the gradient image of . (A finite-dimensional normed subspace is closed)
The geometric corner theorem proves the best-approximation rate for the stated weighted-analytic class, grading law, uniform degree law, and boundary set. (Exponential hp energy convergence for weighted-analytic polygon corners)
The weighted pointwise supplier verifies the continuous representative and the meaning of its boundary values for the corner class. (Weighted analytic polygon functions have corner decay and scaled analytic bounds)
Verification
With , polar differentiation gives and . The polygon is bounded, and the area element is , so and because and are finite at zero. The origin is on the boundary and is smooth in , so these classical derivatives are its weak derivatives; hence .
In the polar orthonormal frame the Hessian entries are , , and . Counting both symmetric off-diagonal entries gives . Its area integral contains . If , its weak Hessian agrees with its classical Hessian on every punctured sub-sector, contradicting this divergent integral. Thus .
On the sector, for the branch . Repeated differentiation gives . Set at the origin and at every other polygon corner. The other-corner factors in are bounded above by on the bounded polygon; the origin factor changes the radial power to . Hence the squared weighted integral near the origin is bounded by , which is finite. Away from the origin the mode has a local analytic branch at every point of the closure, so all remaining weighted integrals are bounded by another factor. Since , the bound is at most ; taking and proves the exact factorial bound in [F3]. The pointwise supplier [F4] then gives the continuous representative.
Define . The gradients of form a finite-dimensional, hence closed, subspace of by [F2]. If , then lies in the closure of that subspace, hence equals almost everywhere for some . Both gradients are continuous on the punctured open triangle. If they differed at one point, continuity would give a nonempty open rectangle on which they differ, contradicting their almost-everywhere equality. Thus they agree throughout that open set; differentiating gives . Since the nondegenerate triangle has a vertex at the origin, its interior contains a sector of positive angle near , and the same radial Hessian integral computed in step 2.1 diverges on that sector. This contradicts the bounded polynomial Hessian and proves .
For any set . Homogeneity and the change of variables give . Taking the infimum proves the asserted local lower bound. If is one mesh cell of degree , restricting any global finite-element error to that cell gives the same lower bound.
The mode vanishes on the two edges and , so it satisfies precisely the boundary condition on . Step 2.2 verifies for the stated weights. Applying [F3] to any mesh and uniform degree sequence satisfying its geometric grading, cell-count, and degree hypotheses proves the global hp upper estimate on this same polygon. Together with step 4.1 this is the stated fixed-degree local h lower bound versus global hp upper bound. No outer-edge zero condition is used.
An analytic box solution has exponential Galerkin p convergence
Example
Assume Countable Choice.
On the single reference square let and use on with exact load . For every , the tensor-degree- conforming Galerkin solution satisfies
for a fixed constant .
Facts & Assumptions
Given: Countable Choice, , on , and with norm .
Analytic data converge exponentially under fixed-mesh p refinement: on the fixed box, reference derivative bounds with yield a trace-matching polynomial with error at most .
Cea transfers the fixed-mesh analytic p rate to the energy error: the exact coercive problem transfers this best approximation rate to its conforming Galerkin solution.
Cauchy–Schwarz: , with equality exactly for dependent pairs: the inner-product Cauchy–Schwarz inequality bounds by .
Verification
For a multi-index , when , while . Since on the square, in every case. Thus the hypothesis of [F1] holds with , , and .
The form is the inner product. By [F3], is bounded, and is the exact variational solution by its definition. Applying [F2] with the constants established in step 1.1 gives .
Sources
- Tim Warburton and Jan S. Hesthaven, On the Constants in hp-Finite Element Trace Inverse Inequalities
- Leszek F. Demkowicz, Mathematical Theory of Finite Elements
- Lloyd N. Trefethen, Short note on the mass matrix for Gauss-Lobatto grid points
- Lucas Johannes Petrus Timmermans, Analysis of Spectral Element Methods with Application to Incompressible Flow
- Martin Vohralík, Finite Element Methods, Chapter 6: hp finite elements
- Yanchen He, Paul Houston, Christoph Schwab, and Thomas P. Wihler, Exponential Convergence of hp-ILGFEM, version 1
- Joachim Schöberl, Numerical Methods for Partial Differential Equations, p-version FEM