Adjoint eigenfunction Created 2026-10-06 Updated 2026-10-14
An adjoint eigenfunction is a nonzero eigenfunction of the adjoint operator on its adjoint domain. For an inner product conjugate-linear in its first argument, implies for every in the domain of . Consequently a necessary solvability condition for is . If is a Fredholm operator, orthogonality to every element of its adjoint kernel is also sufficient. Boundary conditions and weights in a coupled system enter the adjoint domain and must be derived by integration by parts; copying the original eigenfunction without checking them can give a wrong projection.
Affine-parameter Sturm-Liouville eigenvalue bound Created 2026-10-18 Updated 2026-10-20
For a self-adjoint Sturm-Liouville operator with common boundary conditions and an -normalized lowest eigenfunction of , evaluating the Rayleigh quotient on gives the displayed upper bound. More generally the lowest eigenvalue is the infimum of affine functions of , so it is concave in that parameter. The trial state must satisfy the boundary requirements of the variational domain; changing the operator without changing the trial function's normalization can still be legitimate when the weight is fixed.
Suppose a real simple leading eigenfunction is and a first-order correction satisfies , where is an integer, is self-adjoint with null space spanned by , the boundary conditions are homogeneous and independent of the parameter, and . The Fredholm solvability condition gives
Indeed, orthogonality of the forcing to gives , and permits division. Thus the numerical eigenvalue correction depends on the chosen leading amplitude; fixing an eigenfunction normalization is part of defining the nonlinear branch. This calculation assumes a perturbative branch and does not by itself establish that branch's existence.
Bloch stability operator 2026-10-14
For a spatially periodic nonlinear pattern, a linear stability disturbance is written with periodic on the pattern cell. The conjugated operator acts on that fixed cell and determines the sideband eigenvalues. Translation invariance supplies zero eigenfunctions at , namely spatial derivatives of the base pattern. Their small- eigenvalues determine long-wavelength phase stability; other parts of the spectrum can give independent instabilities.
For real smooth coefficients with , the Rayleigh quotient has the displayed first variation. Its stationary points solve the Sturm-Liouville equation on an admissible class whose boundary variations make . Homogeneous Dirichlet boundary conditions do this by setting at the ends; homogeneous Neumann boundary conditions do it through . More general self-adjoint boundary conditions can require a boundary contribution to the quadratic form.
For an eigenfunction, the weaker identity suffices to give by integration by parts, but it does not by itself imply the condition on every variation. An explicit counterexample uses on and . This solves and has . Define a nearby family
It keeps , , , and , so for small . Nevertheless, has , , and , giving . Boundary-energy cancellation alone therefore cannot replace a specified variational domain.
Let have real eigenfunctions obeying and homogeneous Dirichlet boundary conditions, with . Suppose , with possibly nonzero endpoint values. The Lagrange identity for a Sturm-Liouville operator gives
Division by gives the displayed coefficient whenever the denominator is nonzero. At resonance in a differential equation, equality of the forcing projection and the boundary term is the Fredholm solvability condition. The Sturm-Liouville eigenfunction expansion represents the interior solution in the weighted inner product sense; its zero endpoint terms do not reproduce nonzero boundary traces by pointwise substitution. A smooth lift of the endpoint data reduces the calculation to homogeneous Dirichlet boundary conditions.
For , the equation has a bounded solution on if and only if . All bounded solutions differ by a constant. To prove necessity, integrate the equation once. The quantity has finite endpoint limits, and any nonzero endpoint limit would force logarithmic growth in . Both limits must therefore vanish, yielding the zero-mean condition. For sufficiency set and . Zero mean implies , so is bounded and extends continuously to the endpoints. The homogeneous solutions are a constant and , proving uniqueness up to a constant. This is the Fredholm alternative for the zero eigenvalue of this singular Sturm-Liouville problem.
The eigenfunction expansion in Legendre polynomials is . It follows by projecting onto the eigenfunctions with eigenvalues . Completeness follows because the Legendre polynomials span the polynomials, which are dense by the Weierstrass approximation theorem.
Continuity only in the open interval requires more care. Even if is integrable and has zero mean, the primitive of must still be bounded at both ends. For example, has zero endpoint limits and absolutely integrable derivative , but has a divergent primitive. Thus zero mean alone is insufficient without endpoint control.
A normal mode of a uniformly bending elastic filament fixed in position and slope at both ends satisfies . With , the allowed wavenumbers solve . The first root is and for . The apparent root at zero is not an eigenfunction: the zero-eigenvalue cubic polynomial satisfying all four clamped boundary conditions is identically zero. This spectrum differs from that of a filament clamped only at one end.
For , the logarithmic change of variable in a Sturm-Liouville problem sends this equation to on . The normalized eigenfunctions are , with eigenvalues . If every is nonzero, the Sturm-Liouville eigenfunction expansion gives
Indeed the constant function has sine coefficients ; division by each eigenvalue solves the equation in the operator domain. The series is uniformly convergent, with coefficients , while applying the differential operator is justified in the weighted square-integrable sense. At a zero eigenvalue the solvability condition at a Sturm-Liouville eigenvalue must instead be checked: an odd resonant index makes the constant forcing incompatible, whereas an even resonant index permits solutions with an arbitrary multiple of that zero mode.
The Coulomb radial factors satisfy . Commuting through its factorized Hamiltonian gives the displayed intertwining relation. A nonzero transformed radial eigenfunction has the same energy in the next angular-momentum sector; this changes the radial sector, rather than being the usual magnetic-quantum-number raising operator within a fixed multiplet.
Distinct squared traction-free eigenfrequencies in a bounded lossless elastic body have eigenfunctions orthogonal in , by the Betti identity for elastodynamic fields. Normalize one field from each eigenspace. This is an orthonormal set in a separable Hilbert space, so it is countable: disjoint balls of radius less than around its unit vectors must contain distinct points of a countable dense set. Positive and negative frequency partners add at most a factor of two. This argument proves countability without requiring a separate compact-resolvent proof.
With one orthonormal site orbital per cube vertex, common site energy , and coupling along every edge, the one-electron Hamiltonian is , where is the cube adjacency matrix. Its eigenvalues are with multiplicities .
One proof labels each vertex by three signs. The adjacency operator flips one sign at a time, so a product of coordinate signs is an eigenfunction of with eigenvalue . There are such products. For , eight electrons fill the lowest four spatial molecular orbitals, yielding total one-electron energy .
For and zero endpoint values, write with , and . The change of variable has and sends , . Thus it is an isometry from the weighted inner product to the ordinary integral on , and the apparent singular operator becomes . Its Dirichlet eigenvalues are and its normalized eigenfunctions are , . The singular endpoint is handled through this transformed regular domain; a zero eigenvalue occurs exactly when .
Degenerate orbital exchange splitting from a product perturbation Created 2026-10-18 Updated 2026-10-20
Two distinguishable particles with equal one-particle spectra have degenerate ordered orbital products and for . Suppose both individual position means vanish, as in a centred parity-symmetric well. The perturbation then has zero diagonal matrix elements, but its restriction to this two-dimensional subspace is
Degenerate perturbation theory gives normalized symmetric and antisymmetric eigenfunctions with shifts . Thus vanishing diagonal expectations in a chosen degenerate basis do not imply vanishing first-order energy shifts. Distinguishability permits both exchange symmetries; it does not forbid their energy splitting.
For an infinite square well of width , the first two orbitals have by the position matrix elements in a symmetric infinite square well. If the particles are identical spin one-half fermions, the spatially symmetric and antisymmetric combinations must instead be paired with the singlet state and triplet states, respectively. A spin-independent perturbation leaves each allowed spin multiplicity intact.
Dirichlet eigenfunction 2026-10-14
A Dirichlet eigenfunction is an eigenfunction of a differential operator satisfying a homogeneous Dirichlet boundary condition. The term applies to more general boundary-value operators as well as the Dirichlet Laplacian.
Dirichlet eigenfunctions of the Chebyshev differential operator Created 2026-10-18 Updated 2026-10-20
The Chebyshev differential equation on , with zero endpoint values, has the Sturm-Liouville form
Thus and the weight defining the weighted inner product is . The substitution maps the problem to on with homogeneous Dirichlet boundary conditions. It also transforms into . Consequently the normalized eigenfunctions are
Their weighted inner product is the ordinary sine inner product on . Equivalently, , where is a Chebyshev polynomial of the second kind. These are not the cosine solutions , which have different endpoint values. The original endpoints are singular because vanishes and diverges there, but the transformed Dirichlet problem specifies the self-adjoint realization. The eigenfunctions vanish at both endpoints and their quasi-derivatives have finite limits, so the boundary form vanishes.
On , with positive side lengths and zero Dirichlet boundary conditions, separation of variables for gives
with the displayed eigenvalues. The one-dimensional endpoint conditions exclude constant and hyperbolic factors and force the positive integer sine frequencies. The product Fourier sine series basis is complete in the square-integrable functions on the rectangle. Consequently an eigenfunction with prescribed is a linear combination of exactly those modes with ; if none match, only the zero solution exists. Distinct pairs with the same sum give an eigenvalue with geometric multiplicity greater than one. On a square of side , for instance, has precisely the pairs and , so its eigenspace has dimension two.
For in a rectangular box with zero Dirichlet boundary conditions, separation of variables gives spatial eigenfunctions and temporal rates . The largest rate is the displayed one. Every nonzero nonnegative initial density has positive projection onto this first eigenfunction, so its sign determines eventual exponential growth or decay; equality leaves a stationary first mode. At fixed volume, write : their product is fixed, and the arithmetic-geometric mean inequality minimizes their sum when all three are equal. Thus the cube maximizes the growth rate among rectangular boxes of fixed volume; making a box sufficiently thin suppresses growth.
A smooth uniformly elliptic differential expression with symmetric Dirichlet bilinear form has an unbounded self-adjoint operator realization on , whose domain is on a smooth bounded domain. If the form is strictly positive, the Lax-Milgram theorem and elliptic regularity make a bounded map from to . Its action on is compact by the Rellich-Kondrachov compactness theorem and self-adjoint by symmetry of the form. The spectral theorem for compact Hermitian operators therefore gives an orthonormal basis of smooth Dirichlet eigenfunctions with positive eigenvalues tending to infinity.