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Parabolic finite-element methods — Examples
1 · Prerequisites
- Absolute and Conditional Convergence; Rearrangement; Products
- Areas of Elementary Plane Figures
- Banach Valued Integration and the Radon Nikodym Property
- Binary Operations, Monoids, Groups and Subgroups
- Bounded Linear Operators and Quotient Spaces
- Compactness
- Compactness in Metric Spaces
- Completeness, Completion, and Uniform Continuity
- Complex Lp Spaces and Test-Function Conventions
- Complex Norms and 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
- 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-element meshes and interpolation
- Foundations of the Real Numbers for Analysis
- Fourier Transform Convolution and Approximate Identities
- Fredholm Elliptic Problems and the Elliptic Spectrum
- Fubini and Change of Variables
- Gaussian Elimination, Elementary Matrices and Reduced Row Echelon Form
- Group Actions, Orbits, Stabilisers and Cayley's Theorem
- Harmonic Functions and Mean Values in Rn
- Hilbert Space Geometry and Riesz Representation
- 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
- Modes of Convergence Egorov and Lusin
- 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
- Orthonormal Bases, Parseval and Fourier Series
- Outer Measure and the Caratheodory Extension Theorem
- Parabolic finite-element methods
- Picard-Lindelöf and First-Order Ordinary Differential Equations
- 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
- 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 Approximation and Sobolev Extension
- Smooth Manifolds and Smooth Maps
- Smooth Partitions of Unity and Exhaustions
- Sobolev Poincare and Morrey Inequalities
- 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 Direct Method and Euler--Lagrange Equations
- The Exponential Function
- 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
The examples compute a four-triangle heat-mesh case where the and Ritz initial projections differ, verify the semidiscrete Ritz residual directly on the same one-dimensional trial space, and exhibit a scalar solution with but not time regularity whose first Crank–Nicolson nodal error is of order . 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
A solution with only H1 time regularity loses CN second order
Example
In the scalar evolution triple , use , , exact solution , and load . Apply Crank–Nicolson with exact interval-average load, uniform step , and . Then the first nodal error is Thus the maximum nodal error is not although the exact solution belongs to and the load belongs to , as assumed by the method. The time regularity in the Crank–Nicolson theorem is a real condition.
Facts & Assumptions
Given: with the identity embeddings, the form , the function , its load , and the Crank–Nicolson algorithm with interval-average forcing.
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).
A form is bounded and coercive when and (Bounded, coercive and symmetric sesquilinear forms).
An evolution triple uses dense continuous embeddings and identifies with its dual in the canonical way (Evolution triples and the parabolic energy space).
Verification
Here has . The derivative is and ; also , so and . But has nonintegrable square near zero, so .
The exact equation integrated over is The first CN step from [F1] is . Subtract, use , and set . This gives
Solving the scalar equation in step 1.2 yields . Along , ; the maximum nodal error is at least , so it cannot be .
The L2 projection and Ritz projection give different initial data
Example
Let and partition its closure into four triangles by joining the center to the four corners. Let be the continuous piecewise-linear functions on this mesh with zero boundary values. Its standard nodal basis consists of the center hat , equal on each triangle to the barycentric coordinate of . For , the projection into and the Dirichlet Ritz projection differ. This gives a nonzero initial error term when the semidiscrete heat equation is initialized by the projection instead of the Ritz projection.
Use with energy norm and . 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; ; and the Dirichlet form.
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).
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).
A real zero-boundary conforming piecewise-polynomial function on a matching affine mesh lies in under Countable Choice (Zero-boundary conforming polynomials lie in W0 1p and satisfy Poincare).
Poincare's inequality on the unit square gives for ; hence the energy norm is Hilbert, is continuous, and the Dirichlet form has (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 Ritz equation has a unique solution characterized by for every (The elliptic Ritz projection for a conforming finite-element space, Existence, uniqueness, linearity, and boundedness of the Ritz projection).
Countable Choice is required by the zero-boundary membership supplier (The Axiom of Countable Choice ()).
Verification
The four triangles each have area , have disjoint interiors, and meet in whole edges or vertices; their union is the closed unit square. The piecewise barycentric coordinate 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 . By [F3], ; is also a continuous zero-boundary piecewise polynomial and lies in . The norm and form hypotheses follow from [F4].
On a triangle of area , the affine map from the reference triangle has determinant magnitude . If is the barycentric coordinate of the center vertex, direct integration gives for . Summing over the four triangles yields , , and . The altitude from the center to each opposite boundary edge is , so the barycentric coordinate has gradient magnitude and on each triangle. Hence and .
Write the orthogonal projection as . Its defining equation gives . By [F5], the Ritz projection is with , hence .
Therefore , since . If , the error-splitting variable is exactly this nonzero function.
Direct derivation of the semidiscrete Ritz residual
Example
On the four-triangle unit-square fan mesh, take with its usual norm and . Let be the center hat and use the Dirichlet form . Poincare's inequality and The zero-boundary Sobolev energy space is a separable Hilbert space give the stated separable evolution triple; on its norm the form has and . Set , , and define the forcing by . Then is the exact forced solution. Initialize the semidiscrete solution at and write . 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 ; the stated -norm evolution triple and Dirichlet form; and the manufactured forcing above.
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).
A real zero-boundary conforming piecewise polynomial on a finite matching affine mesh belongs to under Countable Choice (Zero-boundary conforming polynomials lie in W0 1p and satisfy Poincare).
Poincare's inequality on the unit square gives , so the usual norm makes Hilbert and the embedding into continuous. The Dirichlet form is bounded by and coercive by because (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).
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).
The Ritz equation has a unique solution characterized by for every (The elliptic Ritz projection for a conforming finite-element space, Existence, uniqueness, linearity, and boundedness of the Ritz projection).
With and , the semidiscrete equations give for a fixed Ritz map and a time-independent form (Semidiscrete Ritz error splitting and energy estimate).
Countable Choice is retained by the finite-element inclusion and semidiscrete existence suppliers (The Axiom of Countable Choice ()).
Verification
The four triangles meet along whole edges and vertices and cover the closed square. On each triangle the center barycentric coordinate defines ; 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 . Thus [F2] puts this trial space in ; [F3] supplies the Hilbert and form hypotheses. The function is also a zero-boundary conforming piecewise polynomial and is in the energy space. Since is smooth, ; therefore and are continuous functionals on , and the defined load is square-integrable. By [F5] the initial Ritz value is defined.
On each triangle , , the center barycentric coordinate satisfies for by affine change of variables and iterated integration. Hence , , and . The altitude from the center to every boundary edge is , so on each triangle. Thus and . Also .
By [F5], , since . Therefore and .
Testing the semidiscrete equation with and using step 1.2 gives For , direct substitution yields This is [F6] for the sole basis vector, hence for every by linearity. The calculation uses the initial Ritz projection, so .