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Fredholm Elliptic Problems and the Elliptic Spectrum — Examples
1 · Prerequisites
- Absolute and Conditional Convergence; Rearrangement; Products
- Absolute Continuity and the Sharp Fundamental Theorem of Calculus
- Approximation and Compactness in C(K)
- 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
- Bounded Variation and the Riemann–Stieltjes Integral
- Compact Operators and Riesz Schauder Theory
- Compact Self Adjoint Hilbert Schmidt and Trace Class Operators
- Compactness
- Compactness in Metric Spaces
- Completeness, Completion, and Uniform Continuity
- Complex Lp Spaces and Test-Function Conventions
- Complexification, Realification and Real Structures
- Connectedness
- 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
- Convergence: Nets and Filters
- 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
- Differentiation of Monotone Functions and the Vitali Covering Theorem
- 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
- Eigenvalues, Eigenvectors and the Characteristic Polynomial
- Euclidean Surface Measure, Divergence, and Green Identities
- Filters and Ultrafilters
- Finite Counting, Factorials and Binomial Coefficients
- Finite Dimensional Normed Spaces and Riesz Lemma
- Foundations of the Real Numbers for Analysis
- Fredholm Elliptic Problems and the Elliptic Spectrum
- Free Modules, Exact Sequences, Projective and Injective Modules
- Fubini and Change of Variables
- Gaussian Elimination, Elementary Matrices and Reduced Row Echelon Form
- Geometric Hahn Banach and Convex Separation
- Group Actions, Orbits, Stabilisers and Cayley's Theorem
- Group Homomorphisms and the Isomorphism Theorems
- Harmonic Functions and Mean Values in Rn
- 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
- 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
- Modules, Submodules, Quotient Modules and the Isomorphism Theorems
- 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
- 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
- Rellich Kondrachov and Sobolev Compactness
- 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
- Signed and Complex Measures Hahn and Jordan
- Simple Field Extensions and the Construction of the Complex Numbers
- Sine, Cosine, and the Definition of Pi
- Smooth Approximation and Sobolev Extension
- Smooth Partitions of Unity and Exhaustions
- Sobolev Poincare and Morrey Inequalities
- Sobolev Traces and Zero Boundary Values
- Subspaces, Products, and Quotients
- Suprema and Infima
- Symmetric Groups, Cycle Decomposition and the Sign Homomorphism
- Tensor Products of Modules
- The Analytic Hahn Banach Theorem
- The Baire Principles of Functional Analysis
- The Cantor Set, Baire Category, and Measure Zero in ℝ
- The Complex Exponential and Euler's Formula
- The Derivative and the Mean Value Theorems
- The Determinant of a Linear Operator, Cofactors and Cramer's Rule
- The Exponential Function
- The Inverse and Implicit Function Theorems
- The Inverse Function Theorem Completed
- 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 Radon Nikodym Theorem and Lebesgue Decomposition
- 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
- Unbounded Self Adjoint Operators and Stones Theorem
- Vector Spaces, Linear Subspaces, Span and Direct Sums
- Weak Derivatives and Sobolev Spaces
2 · Summary
These companions compute and stress-test the theory of the main page. On the Dirichlet eigenpairs are verified directly for all tests, and the Neumann spectrum is seen to contain the constant zero mode with the cosines at eigenvalues , so on the full space the lowest Neumann eigenvalue is , while the mean-zero subspace has first Rayleigh value at most . A negative zero-order coefficient destroys coercivity, and shifting by restores it for every by the direct sufficient bound, well below the general Gårding threshold . Resonance at a Dirichlet eigenvalue is exhibited on the interval: the datum has nonzero pairing with itself, and the equation is solvable exactly when is -orthogonal to ; no solution exists for and uniqueness fails at the eigenvalue. On the square the eigenvalue has a two-dimensional eigenspace, so eigenvalues need not be simple, and the companion remark records that no canonical eigenbasis exists in a multiple eigenspace. Two finite-dimensional models separate symmetry from coercivity: a coercive non-Hermitian matrix has real spectrum but no orthonormal eigenbasis, and a coercive complex matrix has the non-real eigenvalue pair . A disconnected Neumann domain shows that the zero eigenvalue has multiplicity equal to the number of connected components and that Poincaré--Wirtinger with the global mean fails on it, and the resolvent norm blows up at rate near an eigenvalue.
The constructions use the main page's conventions: bounded or unbounded open subsets of , divergence-form operators with the stated coefficient bounds, and weak equations tested against or classes. Countable Choice is declared for the Sobolev and Hilbert-space interfaces, and the Axiom of Choice is carried where the discrete spectral theorem, Rellich compactness or the Fredholm alternative is invoked.
3 · Logical flowchart
4 · Definitions, theorems and proofs
None yet.
5 · Examples, counterexamples and false statements
Dirichlet Laplacian eigenpairs on an interval
Example
Assume the Axiom of Choice and Countable Choice (The Axiom of Choice, The Axiom of Countable Choice ()) for the discrete-spectrum and Rayleigh-principle assertions. On , for each integer , belongs to and is a weak Dirichlet eigenfunction of the positive Laplacian with eigenvalue : The functions are pairwise -orthogonal and have squared norm ; hence the displayed pairs are eigenpairs with pairwise distinct eigenvalues. The Rayleigh principle gives , witnessed by , where is the first eigenvalue in Discrete spectrum of a symmetric elliptic Dirichlet operator and the variational characterization is The Rayleigh principle for the first Dirichlet eigenvalue. Neither completeness of , nor simplicity of the individual eigenvalues, nor the sharp Poincare constant is asserted here.
Facts & Assumptions
Given: the Axiom of Choice and Countable Choice; the interval ; an integer ; and .
Coefficient convention: with , , the divergence-form operator is the positive Laplacian and its form is (Uniformly elliptic divergence-form operators and their sesquilinear forms, Symmetric elliptic weak eigenpairs).
Sobolev conventions: is the closure of in the norm , and classical derivatives of smooth functions are weak derivatives (Zero-boundary Sobolev space as a norm closure, Integer-order Sobolev spaces and their norms, Classical derivatives agree with weak derivatives).
Cutoffs: the standard smooth step of The standard smooth step function gives , zero for and one for . Its derivative is bounded, being continuous and supported in , by A continuous real-valued function on a nonempty compact metric space is bounded and attains a greatest and a least value; set . Then , and it has the strip properties used below. The chain rule and sine derivatives are The chain rule, in one line from Carathéodory: if is differentiable at and is differentiable at , then is differentiable at with and The derivatives of sine and cosine are cosine and minus sine, and integer shifts give by Quarter-turn values and shifts by pi/2 and pi.
Calculus: the second fundamental theorem and the addition formulas give for functions and (The second fundamental theorem: if is differentiable on with and is integrable, then , The addition formulas for sine and cosine).
Verification
Membership in . By [F2] and [F3], and are weak derivatives. For use the cutoff of [F3]; then . On the boundary strips , by integration of from the nearest endpoint, and . Since , Thus by the closure definition.
The weak eigenidentity. Let and choose with in (possible by [F2]). For each , integration by parts on the compact support of has no boundary term and gives, since , ; the left side differs from by at most , and the right side from by at most , so passing to the limit gives the displayed identity; by [F1] and the weak eigenpair definition, is a Dirichlet eigenpair (Symmetric elliptic weak eigenpairs).
Orthogonality and norms. For integers the addition formula [F4] gives ; integrating over with the second fundamental theorem gives when (both cosine integrals vanish) and . Hence the are pairwise -orthogonal with squared norm , and the eigenvalues are pairwise distinct.
The Rayleigh bound. By step 1.2 applied with , is a weak eigenfunction with eigenvalue ; the Rayleigh principle The Rayleigh principle for the first Dirichlet eigenvalue then gives , since the Rayleigh quotient of equals by [F4] and step 1.3. No completeness of the family , no simplicity of the eigenvalues and no sharp Poincare constant is asserted.
The Neumann Laplacian has a zero constant mode
Example
Assume the Axiom of Choice and Countable Choice for the Sobolev interfaces. On , the real coefficient case of the divergence-form Laplacian (Uniformly elliptic divergence-form operators and their sesquilinear forms) has Neumann form on (Integer-order Sobolev spaces and their norms). The constant function satisfies for every , so is a weak Neumann eigenpair (The Neumann spectrum and the constant zero mode). For every integer , is a weak Neumann eigenfunction with eigenvalue . The Neumann form is nonnegative and the constant mode has Rayleigh quotient , so the lowest weak Neumann eigenvalue on is . On the mean-zero subspace the first Rayleigh value is positive by Poincare--Wirtinger and at most , witnessed by . The constant mode is exactly the zero mode removed by the mean-zero restriction, in contrast with the Dirichlet problem, where constants are not admissible.
Facts & Assumptions
Given: the Axiom of Choice and Countable Choice; the interval ; the Neumann form on ; the functions for integers ; and .
One-dimensional representatives: every class in has an absolutely continuous representative on with almost everywhere, and the fundamental theorem of calculus holds for it (One-dimensional functions have unique absolutely continuous representatives, Fundamental theorem of calculus for absolutely continuous functions, Integer-order Sobolev spaces and their norms).
Neumann form and its zero mode: the natural Neumann weak identity has no boundary condition on the test function, the constant functions are weak Neumann eigenfunctions with eigenvalue , and the form is nonnegative with kernel the componentwise constants (The Neumann spectrum and the constant zero mode, Uniformly elliptic divergence-form operators and their sesquilinear forms, Zero-boundary Sobolev space as a norm closure).
Mean-zero positivity: on the mean-zero subspace of a bounded connected extension domain the first Neumann Rayleigh value is positive, by Poincare--Wirtinger, and is characterised variationally (The first positive Neumann eigenvalue has the mean-zero Rayleigh characterisation, Poincare-Wirtinger on bounded connected extension domains by Rellich compactness, Dirichlet Laplacian eigenpairs on an interval).
Verification
The weak Neumann identities. By [F2], is continuously differentiable on , hence absolutely continuous (its derivative is bounded); with [F1], The product of two absolutely continuous functions is absolutely continuous makes absolutely continuous with derivative almost everywhere, and the fundamental theorem [F1] gives because the boundary term vanishes by [F2]. Thus for every ; for this reads , giving the constant zero mode, and for it says that is a weak Neumann eigenfunction with eigenvalue .
Lowest eigenvalue on all of . The form is with for the nonzero constant , so the infimum of the Rayleigh quotient over is , attained at the constants; in particular the lowest weak Neumann eigenvalue on is .
The mean-zero restriction. On the mean-zero subspace Poincare--Wirtinger [F4] gives a positive constant with , so the Rayleigh quotient on is bounded below by , and by [F4] its infimum is the first positive Neumann Rayleigh value. Taking in step 1.1 gives while , so this value is at most ; the constant mode is exactly the element removed by the mean-zero restriction, in contrast with the Dirichlet problem where constants are excluded by the zero-trace domain.
A shift removes a negative zero-order obstruction
Example
Assume the Axiom of Choice and Countable Choice, for the invoked Sobolev and interval-eigenpair suppliers; The Lax--Milgram theorem itself requires only Countable Choice. Over , on take , so that (Uniformly elliptic divergence-form operators and their sesquilinear forms with , , ). Then is not coercive and not even nonnegative: for one has . Garding's inequality with , , gives so the shift corollary makes coercive for every , and Lax--Milgram gives unique solvability of with zero boundary values for such (The shifted elliptic solution operator). Directly, Thus is coercive already for every ; the displayed lower bound is strictly positive when , and this sharper threshold improves on the general Gårding threshold. No boundary regularity is used.
Facts & Assumptions
Given: the Axiom of Choice and Countable Choice; ; the interval ; the coefficients , , , hence , , ; the form ; a shift .
Uniform ellipticity and coefficient data: gives , and gives in the convention of the divergence-form operator (Uniformly elliptic divergence-form operators and their sesquilinear forms).
Garding and the shift: with these constants Garding reads , and the shifted form is bounded and coercive with constant for every ; the solution operator is defined by Lax--Milgram for such (Garding's inequality for a divergence-form elliptic operator, A sufficiently large shift is coercive, The shifted elliptic solution operator, Bounded, coercive and symmetric sesquilinear forms).
Explicit integrals: by the second fundamental theorem of calculus and the product-to-sum identities, and with weak derivative (The second fundamental theorem: if is differentiable on with and is integrable, then , Dirichlet Laplacian eigenpairs on an interval, Integer-order Sobolev spaces and their norms, Zero-boundary Sobolev space as a norm closure, The Lax--Milgram theorem).
Verification
Failure of coercivity. For one has , so by [F3] Hence is neither coercive nor nonnegative.
The general shift. With , , the Garding constants are and , so [F2] gives and makes bounded and coercive for every . By Lax--Milgram the problem with zero boundary values has a unique weak solution for every at those shifts.
The sharper direct threshold. For every the shifted form is For the constant is strictly positive and is coercive with that constant, sharper than the general threshold of step 1.2; the displayed inequality is positive for every nonzero , so the shifted problem is uniquely solvable for every as well. No boundary regularity of was used.
Elliptic Fredholm solvability can fail at an eigenvalue
Statement refuted
For the Dirichlet problem for on a bounded domain and every real datum , the equation is uniquely solvable.
Facts & Assumptions
Given: the Axiom of Choice and Countable Choice; the interval ; the Dirichlet Laplacian with form ; an integer and the eigenvalue ; and .
The eigenfunction: lies in and satisfies for every (Dirichlet Laplacian eigenpairs on an interval, Symmetric elliptic weak eigenpairs).
One-dimensional representatives: every class has an absolutely continuous representative on satisfying (One-dimensional functions have unique absolutely continuous representatives). Averaging in and applying Cauchy--Schwarz (Cauchy–Schwarz: , with equality exactly for dependent pairs) gives uniformly on . Thus convergence implies uniform convergence of these representatives, and approximation by shows that every representative has zero endpoints. For continuously differentiable representatives the second fundamental theorem is The second fundamental theorem: if is differentiable on with and is integrable, then .
Resonant form and Fredholm alternative: put . This is the symmetric uniformly elliptic form with principal coefficient , zero drift and bounded constant potential , so the Fredholm alternative applies on . Define and let be the homogeneous space for its adjoint form. Since , one has ; the weak problem is solvable if and only if for every , and when uniqueness fails (The Fredholm alternative for weak elliptic Dirichlet problems, The formal adjoint and the adjoint weak Dirichlet problem, The operator associated with a symmetric elliptic form).
Counterexample
The homogeneous space. By [F1] and the definition of in [F3], is a nonzero homogeneous solution. Conversely, if is a weak homogeneous solution, compactly supported tests give , so both and have absolutely continuous representatives by [F2]. Their integral identities imply that is with derivative that representative of , and that derivative is with derivative , since the latter is continuous. Hence is and on , with by [F2]. Set . It satisfies and . The derivative of is zero, so [F2] makes that energy identically zero; thus . This proves , exactly one-dimensional.
Solvability fails on a nonzero datum. Since is symmetric, [F3] gives , so the weak problem with is solvable if and only if ; for this integral equals by [F4], so this datum admits no weak solution. Uniqueness also fails whenever a solution exists, because adding any multiple of the nonzero homogeneous solution produces another solution.
Conclusion. On with the equation is neither uniquely solvable for every (uniqueness fails at the eigenvalue) nor solvable for the particular datum ; hence the refuted statement fails, and the failure is exactly the one-dimensional orthogonality condition predicted by the Fredholm alternative.
Elliptic eigenvalues need not be simple
Statement refuted
Every eigenvalue of the Dirichlet Laplacian on a bounded domain has one-dimensional eigenspace, so the eigenvalues listed with multiplicity have no repetitions.
Facts & Assumptions
Given: the Axiom of Choice and Countable Choice; the square , the functions and , and the Dirichlet Laplacian form (Uniformly elliptic divergence-form operators and their sesquilinear forms with ).
The interval construction Dirichlet Laplacian eigenpairs on an interval, F3 and Verification 1.1, supplies the sine derivatives, endpoint zeros and rescaled cutoff with derivative bound used below. Sobolev conventions: is the closure of in the norm, and , classically because each factor is an eigenfunction of (Zero-boundary Sobolev space as a norm closure, Integer-order Sobolev spaces and their norms, The addition formulas for sine and cosine).
Weak eigenpairs: is a weak Dirichlet eigenpair exactly when and for all (Symmetric elliptic weak eigenpairs, The space as the quotient by null functions).
Orthogonality and independence: nonzero -orthogonal classes are linearly independent, and -orthogonality is defined by the vanishing of (Orthogonality and the orthogonal complement).
Multiplicity: the discrete spectral theorem lists the eigenvalues with finite multiplicity, one occurrence per dimension of the eigenspace, and Courant--Fischer uses that list (Discrete spectrum of a symmetric elliptic Dirichlet operator, The Courant-Fischer min-max principle for elliptic eigenvalues, The Axiom of Choice, The Axiom of Countable Choice ()).
The Euclidean product measure identification and completed-product Fubini theorem (The Euclidean Lebesgue measure is the completion of the product of the factor Lebesgue measures, Tonelli and Fubini for the completed product, with only almost-everywhere section measurability) apply to the bounded smooth integrands on this finite-measure square and justify factorization of the integrals below. Integration: for distinct positive integers and , by the product-to-sum formula and the second fundamental theorem of calculus (The addition formulas for sine and cosine, The second fundamental theorem: if is differentiable on with and is integrable, then ).
Counterexample
Membership in . For small let satisfy , on , outside and ; put for or . Then . Let be the union of the boundary strips where either cutoff differs from ; its area is . The sine factors give on , while on the whole square. Thus . For the gradient, ; the first term has squared norm , and on the support of the cutoff derivatives , so the second term is bounded pointwise and supported on area , also giving squared norm . Hence in , and by the closure definition [F1].
Weak eigenidentity. For every , integration by parts on the square has no boundary term and , by [F1], so Given arbitrary , choose with in ; both pairings are continuous in the norm, so passing to the limit extends the identity to all . By [F2], and are weak Dirichlet eigenfunctions with the common eigenvalue .
Orthogonality and dimension. The inner product factors: by [F5] (both one-dimensional integrals vanish), while the same factorization gives , so both are nonzero classes. Hence and are -orthogonal nonzero classes, so they are linearly independent by [F3], and the eigenspace of the eigenvalue has dimension at least two.
Conclusion. The eigenspace of dimension at least two established in step 2.1 contains the linearly independent eigenfunctions , so the eigenvalue occurs with multiplicity at least two in the list of [F4]; the refuted statement, that all eigenvalues of the Dirichlet Laplacian on a bounded domain are simple (no repetitions in the list with multiplicity), therefore fails on the square.
Coercive non-symmetric forms need not have an orthonormal eigenbasis
Statement refuted
Every bounded coercive sesquilinear form on a finite-dimensional Hilbert space has an orthonormal basis of eigenvectors.
Facts & Assumptions
Given: the field , the matrix acting on , and the form .
Sesquilinear forms, boundedness and coercivity: a form is bounded when and coercive with constant when ; the adjoint form is (Bounded, coercive and symmetric sesquilinear forms, Self-adjoint, positive, unitary and normal operators).
Finite-dimensional Hilbert-space data: carries the standard inner product, linear in the first argument and conjugate-linear in the second, and is computed by matrix multiplication (Real and complex inner-product spaces and their induced length, Hilbert space, Rectangular matrix multiplication and the identity matrix , including zero-sized shapes).
Eigenvalue data for endomorphisms of finite-dimensional spaces: eigenvalues form for the characteristic polynomial of the matrix of , and an eigenvalue of algebraic multiplicity one spans a one-dimensional eigenspace (Eigenvalues, eigenvectors, eigenspaces , and the spectrum of an endomorphism, For , the characteristic polynomial is when , with for the unique matrix, For every finite-dimensional space, is exactly the set of roots in of , An eigenvalue of algebraic multiplicity one has a one-dimensional eigenspace).
Cauchy--Schwarz: in an inner product space (Cauchy–Schwarz: , with equality exactly for dependent pairs).
Counterexample
The Hermitian part of is and for . Writing and , the elementary bound gives . With one has and , hence . Therefore , so is coercive with constant .
Boundedness: for all one has by [F4], and the coordinate estimate obtained from Cauchy--Schwarz in the two-dimensional index gives ; hence and is bounded.
Eigenvalues and eigenvectors: the characteristic polynomial of is , whose roots are and ; by [F3] the spectrum is , both roots are simple, and each eigenspace is one-dimensional. Solving gives , so , and solving gives , so . The two exhibited eigenvectors satisfy .
No orthonormal eigenbasis exists. Suppose were an orthogonal pair of nonzero eigenvectors; since and are one-dimensional and distinct, after relabelling and , so and with , and step 1.3 gives , a contradiction. Thus no orthogonal pair of eigenvectors exists, although is bounded and coercive by steps 1.1 and 1.2 and all its eigenvalues are real. The displayed form is therefore a counterexample to the refuted statement: the symmetry hypothesis of the symmetric elliptic spectral theorem is not redundant.
A coercive non-symmetric form can have non-real Galerkin eigenvalues
Example
On let , and . Then is bounded and coercive with constant , since ; but the eigenvalues of are , which are non-real. Consequently for every real the equation for all has no nonzero solution: this non-symmetric coercive form has no weak eigenpair with a real eigenvalue, and its Galerkin matrix has a conjugate pair of non-real eigenvalues. This shows that the reality of the eigenvalues in the discrete spectral theorem is a consequence of symmetry and not of coercivity.
Facts & Assumptions
Given: a real , the matrix , and the sesquilinear form on .
Boundedness and coercivity of a sesquilinear form on a Hilbert space are defined by and , with the form linear in the first argument and conjugate-linear in the second (Bounded, coercive and symmetric sesquilinear forms).
is a complex Hilbert space with the standard inner product, and is computed by matrix multiplication and conjugation accordingly (Real and complex inner-product spaces and their induced length, Hilbert space, Rectangular matrix multiplication and the identity matrix , including zero-sized shapes, Real and imaginary parts, complex conjugation, and modulus).
For an endomorphism of a finite-dimensional complex vector space the spectrum is the root set of its characteristic polynomial, the characteristic polynomial of a matrix is , and a weak eigenpair identity for all is equivalent to when (Eigenvalues, eigenvectors, eigenspaces , and the spectrum of an endomorphism, For , the characteristic polynomial is when , with for the unique matrix, For every finite-dimensional space, is exactly the set of roots in of ).
Cauchy--Schwarz: (Cauchy–Schwarz: , with equality exactly for dependent pairs).
Verification
Coercivity. For one computes and because is purely imaginary and is real. Hence and is coercive with constant .
Boundedness. Applying Cauchy--Schwarz in the index, and , so Thus , and [F4] gives , so is bounded.
Spectrum. The characteristic polynomial is , and because its two roots are , which are not real. By [F3] the spectrum of the endomorphism is exactly , a conjugate pair of non-real eigenvalues of the Galerkin matrix .
No real-eigenvalue weak eigenpair. Let be real and suppose a nonzero satisfies for every . Subtracting, for every , and testing with gives , so ; by [F3], would be a real eigenvalue of , contradicting step 1.3. Hence there is no real with a nonzero weak eigenpair. Since is nevertheless bounded and coercive by steps 1.1 and 1.2, this two-dimensional model shows that coercivity alone does not force real eigenvalues. Its complex eigenpairs at do exist; the exclusion just proved concerns real eigenvalues.
A disconnected Neumann domain has a multiple zero eigenvalue
Example
Assume the Axiom of Choice (AC) and Countable Choice (CC). The explicit CC premise is used by Uniformly elliptic divergence-form operators and their sesquilinear forms, while AC matches the cited componentwise-constancy and mean-zero Neumann results as currently stated. Let be the union of two disjoint open discs (a nonempty bounded open set with exactly two connected components), and let on (Uniformly elliptic divergence-form operators and their sesquilinear forms with ). Then with equality if and only if is constant on each component, so the weak Neumann eigenvalue has the two-dimensional eigenspace The multiplicity of the zero eigenvalue equals the number of connected components. Consequently Poincare-Wirtinger with the global mean fails on : the mean-zero function has zero energy, so on the mean-zero subspace the Rayleigh infimum is , not positive, and the connectedness hypothesis of The first positive Neumann eigenvalue has the mean-zero Rayleigh characterisation cannot be dropped.
Facts & Assumptions
Given: the Axiom of Choice and Countable Choice; two nonempty disjoint open discs of finite positive area with ; the Neumann form on .
The zero mode of the principal Neumann form: for a bounded open set the form is nonnegative, and if and only if a.e., if and only if is constant on every connected component (The Neumann spectrum and the constant zero mode, A nonnegative measurable function has integral exactly when it vanishes almost everywhere, Zero weak gradient gives componentwise constants).
Connected components: each disc is connected, the two discs are disjoint open sets, so has exactly the two connected components ; the componentwise constants (equal on to on ) form a two-dimensional subspace of (Connected components, quasicomponents, and totally disconnected spaces, Integer-order Sobolev spaces and their norms, Uniformly elliptic divergence-form operators and their sesquilinear forms).
Integrals of indicators: and integrals are additive, computed in the almost-everywhere class convention (Integral over a measurable subset, The space as the quotient by null functions).
The positive first level on the global mean-zero space requires connectedness and the extension-domain property; on a disconnected domain the mean-zero subspace is larger and the positivity is not forced (The first positive Neumann eigenvalue has the mean-zero Rayleigh characterisation).
Verification
Specialising [F1] to gives , with equality exactly when a.e., i.e. exactly when is constant on each of the two components. Hence the kernel of the form on , that is the zero eigenspace of the weak Neumann problem, is the space of [F2].
The two functions and are nonzero linearly independent classes and lie in the kernel by step 1.1, so the zero eigenspace is exactly two-dimensional; the multiplicity of the eigenvalue equals the number of connected components of .
Put . By [F2] it is componentwise constant, hence a nonzero element of with zero weak gradient, and step 1.1 gives . Its global mean is by [F3], so lies in the mean-zero subspace and is nonzero with vanishing Rayleigh quotient. Therefore on this .
Consequently no Poincare-Wirtinger inequality with the global mean and a positive constant can hold on the disconnected set : such an inequality would bound by a positive multiple of for the nonzero function of step 2.2. This shows that the connectedness hypothesis in [F4] cannot be dropped, while the two-dimensional zero eigenspace of step 2.1 shows that the multiplicity of the Neumann eigenvalue equals the number of connected components.
A repeated eigenvalue has no canonical eigenfunction basis
Remark
Assume the Axiom of Choice and Countable Choice. For a symmetric elliptic Dirichlet operator on a nonempty bounded open set , fix a weak eigenvalue with eigenspace of dimension (The operator associated with a symmetric elliptic form, Symmetric elliptic weak eigenpairs, Discrete spectrum of a symmetric elliptic Dirichlet operator). The subspace and the orthogonal projection onto it are intrinsic to (and to the shifted solution operator), but no particular orthonormal basis of is: for every unitary of the -dimensional Hilbert space the family is another orthonormal eigenbasis, and every nonzero is an eigenfunction. Consequently downstream statements must refer to , to its dimension (the multiplicity), or to -invariant quantities, and never to "the" eigenfunctions of a repeated eigenvalue. This concerns only the non-canonical choice of basis, not the existence of a Hilbert basis asserted by the discrete spectral theorem.
Among the invariant objects are the eigenspace , the orthogonal projection onto it, and the multiplicity , which is finite by Discrete spectrum of a symmetric elliptic Dirichlet operator; the eigenfunctions themselves are classes, and no canonical representative of a class is selected either (Eigenvalues, eigenvectors, eigenspaces , and the spectrum of an endomorphism, Real and complex inner-product spaces and their induced length, Orthonormal families, complete orthonormal systems and Hilbert bases, The Axiom of Countable Choice (), The Axiom of Choice). The remark records a convention for downstream statements; it proves nothing beyond linear algebra inside the finite-dimensional space .
The resolvent norm blows up at an eigenvalue
Example
Assume the setting of Non-invertible elliptic shifts form a discrete set in the self-adjoint case and let be a weak eigenpair with (Symmetric elliptic weak eigenpairs). Then for every real because has norm ; combined with the exact formula of the spectral-series corollary this gives . Hence the resolvent norm is unbounded on every neighbourhood of an eigenvalue: at , for every sufficiently small , it is at least . The Fredholm alternative is consistent with this: at the homogeneous problem has the nonzero solution , and uniqueness and bounded invertibility both fail.
Facts & Assumptions
Given: the Axiom of Choice and Countable Choice; a bounded open set ; the symmetric divergence-form operator with eigenvalues and orthonormal eigenbasis; a weak eigenpair with ; and a real .
Eigenpair data: and for all , equivalently and ; the eigenbasis is orthonormal in (Symmetric elliptic weak eigenpairs, Discrete spectrum of a symmetric elliptic Dirichlet operator).
Real resolvent data: for real , the base-field operator is bijective with bounded inverse , and . In the real case this inverse complexifies to and has the same norm; thus its complexification is the negative of the library resolvent of , with the same operator norm (Non-invertible elliptic shifts form a discrete set in the self-adjoint case, The complex pairing on equivalence classes, Complex Lp classes and Euclidean test-function conventions, Complexification of a real-linear map, Complexification as with its canonical real-linear embedding, Resolvent and spectrum of an unbounded operator, The operator norm as the least bound and as the unit-sphere or unit-ball supremum, The space as the quotient by null functions).
Verification
Action on the eigenfunction. Since by [F1], for real one has , and applying the inverse of [F2] (which exists because and ) gives Taking norms and using , .
Lower bound for the operator norm. By definition of the operator norm, ; combined with the exact formula of [F2] the lower bound for this fixed is an equality exactly when , that is, when is a nearest eigenvalue.
Blow-up near an eigenvalue. Fix and such that (possible for all sufficiently small because the eigenvalue set is discrete); then step 2.1 with gives , so the resolvent norm is unbounded on every neighbourhood of . At itself no bounded inverse exists: is a nonzero homogeneous solution, so is not injective, in agreement with the criterion that is bijective with bounded inverse exactly for ; uniqueness and bounded invertibility both fail at an eigenvalue.
Sources
- Richard S. Laugesen, Spectral Theory of Partial Differential Equations (University of Illinois lecture notes, arXiv:1203.2344, complete 120 pages)
- Haim Brezis, Functional Analysis, Sobolev Spaces and Partial Differential Equations (Springer Universitext, 2011, complete 614-page text)
- Richard S. Laugesen, Linear Analysis and Partial Differential Equations (University of Illinois, 2020, complete 158-page graduate notes)
- John K. Hunter, Notes on Partial Differential Equations (UC Davis, revised 18 June 2014, complete 242-page notes)
- Gerald Teschl, Partial Differential Equations: From Classical to Modern (2025 archived author manuscript, complete 392 pages)
- Leon Simon, Lectures on Partial Differential Equations (Stanford, complete 223-page author scan)