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Isogeometric Galerkin discretization — Examples
1 · Prerequisites
- Absolute and Conditional Convergence; Rearrangement; Products
- Areas of Elementary Plane Figures
- Binary Operations, Monoids, Groups and Subgroups
- 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, 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
- 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
- Ideals, Quotient Rings and the Isomorphism Theorems for Rings
- Inner Product Spaces, Gram-Schmidt, Projections and Adjoints
- Isogeometric Galerkin discretization
- 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
- 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 Approximation and Sobolev Extension
- Smooth Partitions of Unity and Exhaustions
- Spline evaluation and interpolation algorithms
- Splines and Series Methods
- Subspaces, Products, and Quotients
- Suprema and Infima
- Symmetric Groups, Cycle Decomposition and the Sign Homomorphism
- 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
The examples compute a folded unit-weight bilinear patch, an interface jump that produces a non- weak derivative, an exact degree-elevation and midpoint-insertion representation of the identity, and a rational quadratic quarter-circle tensor patch covering a quarter annulus. The diagrams show the stated maps and trace values; every conclusion is checked by the equations in the corresponding item proof.
The first diagram marks the two distinct reference points and and the single physical point . The central arrow names the map ; the labels specify the two exact preimages. The diagram makes no claim about the complete image boundary.
\begin{tikzpicture}[scale=1.7]
\draw[->] (-0.12,0) -- (1.2,0) node[right] {$\xi$};
\draw[->] (0,-0.12) -- (0,1.16) node[above] {$\eta$};
\draw (0,0) rectangle (1,1);
\draw[dashed] (0.5,0) -- (0.5,1);
\fill[red] (0.5,0) circle (0.025) node[below left] {$(1/2,0)$};
\fill[blue] (0.5,1) circle (0.025) node[above left] {$(1/2,1)$};
\draw[->,thick] (1.2,0.5) -- (1.65,0.5) node[midway,above] {$F$};
\begin{scope}[xshift=1.8cm]
\draw[->] (0,0) -- (1.2,0) node[right] {$x$};
\draw[->] (0,0) -- (0,1.1) node[above] {$y$};
\fill (0.5,0) circle (0.025) node[below right] {$(1/2,0)$};
\end{scope}
\end{tikzpicture}
The second diagram labels the common physical face with the left and right field traces. The geometry is the adjacent identity rectangles; the unequal trace values are the only discontinuity used in the counterexample.
\begin{tikzpicture}[scale=1.7]
\draw[thick] (0,0) rectangle (1,1);
\draw[thick] (1,0) rectangle (2,1);
\node at (0.5,0.55) {$v=0$};
\node at (1.5,0.55) {$v=1$};
\draw[very thick,dashed] (1,0) -- (1,1);
\node[below] at (1,0) {$x=1$};
\node[left] at (0,0.5) {$D_L$};
\node[right] at (2,0.5) {$D_R$};
\node[above] at (0.78,1) {$v|_{D_L}=0$};
\node[above] at (1.25,1) {$v|_{D_R}=1$};
\end{tikzpicture}
The final diagram maps the reference square to the quarter annulus. The inner and outer radii are and , and the angular coordinate runs from to . The drawing is schematic; the rational formula, unit-circle identity, monotonicity, and Jacobian in the proof establish the exact geometry.
\begin{tikzpicture}[scale=2]
\draw[thick] (0,0) rectangle (1,1);
\draw[->] (1.15,0.5) -- (1.7,0.5) node[midway,above] {$F$};
\draw[->] (2,0) -- (3.1,0) node[right] {$x$};
\draw[->] (2,0) -- (2,1.1) node[above] {$y$};
\draw[thick] (2.45,0) arc (0:90:0.45);
\draw[thick] (3,0) arc (0:90:1);
\draw[thick] (2.45,0) -- (3,0);
\draw[thick] (2,0.45) -- (2,1);
\node[below] at (2.45,0) {$r_0$};
\node[below] at (3,0) {$1$};
\node at (2.68,0.38) {$r_0\le r\le1$};
\end{tikzpicture}
3 · Logical flowchart
4 · Definitions, theorems and proofs
None yet.
5 · Examples, counterexamples and false statements
Positive NURBS weights do not imply an admissible patch
Statement
On , take degree-one tensor Bernstein functions in each coordinate, all four weights equal to one, and control net The resulting positive-weight bilinear NURBS map is . Its Jacobian vanishes at , changes sign across that line, and the map is not injective; hence positive weights alone do not give an admissible patch.
Facts & Assumptions
Given: The degree-one tensor Bernstein basis, the four control points and unit weights in the Statement.
Tensor-product NURBS patch maps and rational spline spaces defines as the rational weighted sum of its control points and requires global injectivity and positive cell Jacobian for admissibility.
Positive weights give a bounded partition-of-unity NURBS basis: unit weights yield denominator one and nonnegative basis functions summing to one.
Proof
The degree-one Bernstein functions are and . With all weights one, [F2] gives , so the tensor rational basis is the ordinary bilinear basis. Its first component is and its second component is .
Differentiation gives Thus the Jacobian is zero on , positive for , and negative for . Moreover, with distinct parameter points. These violate two separate admissibility requirements in [F1] despite all weights being positive.
A tensor NURBS patch exactly covers a quarter annulus
Statement
Assume Countable Choice. Fix . Use a linear radial coordinate and a rational quadratic angular curve with control points , , and weights . Tensor their bases, use control points for , and tensor weights . The resulting patch maps bijectively onto with strictly positive Jacobian, and its exact map satisfies the norm-equivalence hypotheses of Bi-Lipschitz NURBS maps preserve H1 and energy norms.
Facts & Assumptions
Given: The radial degree-one basis, the rational quadratic angular basis and controls above, and the positive parameter .
The Axiom of Countable Choice () is used only for the pullback norm equivalence in [F3]; the explicit geometry calculations do not require choice.
Tensor-product NURBS patch maps and rational spline spaces: tensor-product rational geometry uses the weighted denominator and positive-weight control points.
Positive weights give a bounded partition-of-unity NURBS basis: positive weights and the tensor B-spline partition yield a positive denominator and a rational partition of unity.
Bi-Lipschitz NURBS maps preserve H1 and energy norms under Countable Choice: a global bi-Lipschitz patch with positive bounded Jacobian and bounded derivative/inverse derivative has the stated H1 and energy norm equivalences.
Proof
Put and The weighted middle Bernstein coefficient is , so the angular map is . Direct expansion gives so ; also and . The tensor-product weights and controls therefore give .
Expanding the numerator derivatives gives because and . Consequently . Since , the angular coordinate has derivative on the interior and extends monotonically from to . Thus traverses the first-quadrant unit-circle arc exactly once. Since increases bijectively from to , is injective and its image is exactly the stated quarter annulus.
The Jacobian is On the closed square, and is continuous and positive, so this determinant has positive minimum and finite maximum; is continuous and bounded, and the inverse matrix is bounded by its cofactor formula divided by the positive determinant. The physical inverse first recovers and the angle . This angle is Lipschitz on the annular sector because , and the inverse parameter is Lipschitz because has a positive minimum. Together with the linear inverse for , this makes Lipschitz; bounded makes Lipschitz. The quarter annulus has a finite piecewise smooth Lipschitz boundary, so all admissibility hypotheses in [F1] hold. Applying [F3] gives the announced pullback norm equivalence.
Matching patch geometry does not repair a field trace jump
Statement
Let and take the two adjacent identity NURBS rectangles and . They partition up to the null interface , so . Define on and on ; any other value on gives the same almost-everywhere class. Then but , although the patch geometries match exactly. Thus matching physical geometry does not replace the matching-field-trace condition in Conforming isogeometric Galerkin spaces and h/p/k refinement.
Facts & Assumptions
Given: The adjacent rectangles and piecewise constant function in the Statement.
Conforming isogeometric Galerkin spaces and h/p/k refinement requires equal field traces on every shared full face for a conforming multipatch field.
Integer-order Sobolev spaces and their norms and Weak derivative of a locally integrable function: an function has an weak derivative satisfying the distributional test identity.
Under Countable Choice, Matching NURBS patch traces give global H1 conformity gives sufficiency when traces match; the counterexample below uses the direct weak-derivative test [F2]. The example below verifies that a trace mismatch can fail the necessary weak-derivative condition.
Proof
The two constants are square integrable on their bounded rectangles, hence . Choose with , and choose with . For , set .
Since vanishes for and equals one for , a change of variable gives which is a fixed nonzero number. If an weak derivative existed, [F2] and Cauchy--Schwarz would make the absolute value at most . But , contradiction. Therefore . Its two constant traces across are 0 and 1, violating [F1] even though the geometry is matching; the sufficient condition of [F3] does not apply.
Degree elevation and simple-knot insertion preserve the identity patch
Statement
Start with the degree-one identity map on , represented by its four tensor control points and unit weights. Elevate both coordinate degrees to two using control net for and retain unit weights. Inserting a simple knot at in both coordinate directions leaves the geometry exactly the identity and gives degree-two analysis splines with continuity at the new interior knots.
Facts & Assumptions
Given: The initial identity patch, the degree-two tensor Bernstein basis, and midpoint-knot insertion in each coordinate.
Conforming isogeometric Galerkin spaces and h/p/k refinement: h-refinement inserts knots at fixed degree; k-refinement combines degree elevation and knot insertion, and exact geometry is claimed only after verifying the homogeneous representation.
B-spline basis properties and polynomial reproduction: degree-two splines with an interior knot of multiplicity one are there.
Homogeneous knot insertion preserves an admissible NURBS patch: insertion of a new knot strictly inside a nonempty span, with homogeneous control updates, leaves the NURBS patch map unchanged and all weights positive.
Proof
The degree-two Bernstein functions are , , and . Thus and . For , unit weights make the tensor denominator one; summing the first and second control coordinates yields and . Hence the elevated representation is still exactly the identity map, with positive weights.
The midpoint is new and lies strictly inside the single nonempty span of the clamped degree-two Bernstein knot vector. Apply [F3] to each fixed-coordinate control-net slice first in , then in . Each insertion preserves the entire homogeneous geometry and positive weights, so the final patch is exactly . The resulting degree-two univariate knot vectors have a simple interior knot; [F2] gives continuity in both coordinate directions. This is the stated k-refinement, and no general p/k geometry-preservation claim is needed.
Sources
- Stefan Takacs, Numerical Analysis of Isogeometric Methods, complete JKU lecture notes, 2018/19
- Annalisa Buffa, Gregor Gantner, Carlotta Giannelli, Dirk Praetorius, Rafael Vázquez, Mathematical Foundations of Adaptive Isogeometric Analysis, Archives of Computational Methods in Engineering 29 (2022)
- Carl de Boor, A Practical Guide to Splines, revised edition, Chapter IX and Chapter XI