For small oscillations with quadratic kinetic and potential energies, a normal mode has a fixed spatial amplitude pattern and one angular normal frequency. Its amplitude is a normal coordinate; choosing all modes diagonalizes the two quadratic forms and decouples their equations. A zero frequency describes a free symmetry motion.
Let be the small signed arc displacements, with cyclic indices . The springs follow arcs, so their extensions are . The Lagrangian of the normal modes of a four-bead spring ring is
The stiffness matrix divided by is the cycle graph Laplacian, with diagonal entries two, adjacent entries minus one, and zero opposite entries. An orthonormal basis of mode vectors and their frequencies is
The normal mode coordinates are , with equations . The zero mode rotates all beads together without stretching a spring and has . In each of the two degenerate middle modes, opposite beads have opposite signed arc displacements while the other pair remains stationary. Any fixed linear combination is another mode of that frequency. The last mode alternates the signed displacement of adjacent beads. The radius cancels from the frequencies because arc length supplies the same factor to the angular kinetic and spring energies.
Figure 1.
Tangential displacement patterns of the four normal modes of a spring ring
. Original mode diagrams, with arrows showing signed arc displacements in an arbitrary common scale. Filled beads move in the displayed phase; hollow beads have zero displacement. The two middle patterns have the same frequency. Details.
The one-sided Laplace transform is . Its Bromwich inversion formula is , with an upward vertical contour to the right of all singularities and within the appropriate convergence half-plane.
To derive the convolution theorem for Laplace transforms, transform . With , the triangular integration region becomes a quadrant. Fubini's theorem gives , under the usual absolute convergence hypotheses. Inversion gives the required convolution formula.
For the differential equation, the transformed initial conditions give , hence . Since for , the convolution yields
The integral and its first derivative vanish at zero, so the homogeneous term supplies both initial values. Differentiating twice gives the forcing through the unit derivative of the hyperbolic-sine kernel at zero.
For a pole of order at , the residue is . For the rational integral, close the real-axis contour with an upper semicircle. The poles are double at and simple at , with
The arc integral vanishes as . By the residue theorem the whole real-axis integral is , and evenness gives
For the second calculation, reciprocal expansion of the sine gives . Multiplying by yields . Therefore
At every nonzero integer , has a simple pole with residue one, giving residue after division by .
The cotangent contour summation uses the positively oriented square of half-side . Its length is and on its boundary. The supplied cotangent bound implies . Its enclosed residues sum to . The residue theorem therefore proves the Basel problem value
Figure 1.
Upper-half-plane and square contours for the rational integral and the Basel sum
. Original contour diagrams. Both are counterclockwise. The upper semicircle encloses poles at and ; the example square has half-side , enclosing the integer poles from to . Details.
For Laplace's equation in polar coordinates, put . Separation of variables gives and . Periodicity selects integers . For , the radial solutions are ; for , they are , while a term linear in is excluded by periodicity. Their superposition is
Inside the disk, boundedness at the origin removes the logarithm and all negative powers. The separately biased semicircular boundary values have mean , no nonconstant cosine coefficients, and sine coefficients for odd , zero for even . The disk potential with two semicircular boundary values is therefore
Put . The odd logarithmic series sums to . The quotient has positive real part for , so its argument is the principal arctangent of . Taking imaginary parts gives
The boundary limits away from the two voltage jumps are . Along the diameter through a jump the value is the mean; incompatible adjacent boundary limits prevent a continuous extension at the junctions.
Figure 1.
Harmonic potential inside a disk with two semicircular boundary voltages
. Original normalized example with upper voltage and lower voltage . White circles mark the two boundary jumps; the black curves are equipotentials. Details.
An invariant subspace satisfies for every ; applying the inverse gives equality. The representation is irreducible when the only invariant subspaces are and the full space.
The inverse and conjugate transpose each reverse multiplication order, so their combination preserves it:
Its values are invertible, so this is the conjugate contragredient representation.
If is invariant under , take and . For the standard Hermitian inner product,
since . Hence , proving its invariance. If is irreducible, is either zero or the whole space; finite-dimensional orthogonal complementation makes the whole space or zero, respectively. Thus is irreducible whenever is irreducible.
Choose the Green function convention , with decay at infinity and no extra singularities. For sufficiently decaying source data,
Away from its source, this fundamental solution of the Laplace equation is harmonic. Its radial derivative is , so the flux of its gradient through a small source-centred sphere is one. The divergence theorem therefore supplies exactly the unit Dirac delta function required by the equation. Decay at infinity excludes an added globally regular harmonic term.
For the half-space, reflect the source to . The method of images gives the zero-boundary Dirichlet Green function
The two distances coincide at , and also cancel if the source lies on the plane. The image singularity lies outside the physical domain.
The sign conventions for a Dirichlet Green function require care here. With , Green's second identity gives . At this wall the outward normal is , so . Direct differentiation gives , where . Thus the printed intermediate formula with needs a minus sign for its stated Green convention. The final Poisson kernel for the upper half-space is positive:
Its boundary integral is one for constant data, providing an independent sign check.
Apply the Euler-Lagrange equation to the integrand of , namely . With fixed zero endpoint values, it gives . Multiplying by and using integration by parts gives , so each stationary Rayleigh quotient equals its eigenvalue.
In the half-line problem, , , , so the quotient is . For , , its numerator is and denominator . Hence , minimized at :
For the compactly supported linear trial, , the numerator is and denominator . Thus , minimized at , giving
The derivative jump at the cutoff is allowed in the quadratic-form trial space of the Rayleigh-Ritz method: the trial is continuous and has finite form energy.
The exponential ground state of a linearly weighted Sturm-Liouville problem proves which estimate is best. Vanishing endpoint terms give
Equality occurs for , which also satisfies the differential equation with . Thus the exponential trial gives the exact smallest eigenvalue, whereas the linear trial gives a larger upper bound. Finiteness at the singular endpoint supplies the regular branch with ; all the displayed trials have the required vanishing boundary terms.
For the zero initial data, the Green function of an undamped oscillator is for , and zero for . It is continuous at the source and its first derivative jumps by one. The resulting convolution is
It vanishes together with its first derivative at zero and has the required resonant forcing.
For the two-endpoint problem, write , , and . This covers both signs of the supplied nonzero . Left and right homogeneous solutions are and , with Wronskian . The Dirichlet Green function is therefore
Its endpoint values are zero and its first derivative jumps by one. Here , so the denominator does not vanish. Integrating the constant forcing gives
Equivalently . The negative interior response is consistent with the negative kernel for this short Dirichlet interval.
Multiply the original equation by . Since , it becomes with , . This is Sturm-Liouville form. For two real eigenfunctions, multiply the equation for by , subtract the equation for multiplied by , and integrate. The Lagrange identity for a Sturm-Liouville operator gives
Each separated homogeneous boundary condition makes the corresponding determinant zero, provided its pair of coefficients is not both zero. For distinct eigenvalues, this proves the orthogonality of Sturm-Liouville eigenfunctions.
For the constant drift, the drift-removing substitution for a Dirichlet Sturm-Liouville problem is . It reduces the equation to with . Nonzero solutions occur exactly at
The zero and negative values give only the zero solution under both endpoint conditions. The self-adjoint expression is . Hence the weight is , and for the displayed normalization,
A matrix is diagonalizable if some invertible makes diagonal, equivalently if it has a basis of eigenvectors. If and for , then , so every eigenvalue is zero. There is at least one zero eigenvalue: otherwise and hence would be invertible. A diagonalizable nilpotent matrix has an all-zero diagonal form and therefore is zero itself.
For the specified matrices, direct determinant expansion gives
The Cayley-Hamilton theorem gives . Its entry is nonzero for every real , so is not diagonalizable for any . The matrix has three distinct real eigenvalues and is therefore diagonalizable over . For an explicit check, take columns , , in ; then .

Pinned article: Introduction to the OurBigBook Project

Welcome to the OurBigBook Project! Our goal is to create the perfect publishing platform for STEM subjects, and get university-level students to write the best free STEM tutorials ever.
Everyone is welcome to create an account and play with the site: ourbigbook.com/go/register. We belive that students themselves can write amazing tutorials, but teachers are welcome too. You can write about anything you want, it doesn't have to be STEM or even educational. Silly test content is very welcome and you won't be penalized in any way. Just keep it legal!
We have two killer features:
  1. topics: topics group articles by different users with the same title, e.g. here is the topic for the "Fundamental Theorem of Calculus" ourbigbook.com/go/topic/fundamental-theorem-of-calculus
    Articles of different users are sorted by upvote within each article page. This feature is a bit like:
    • a Wikipedia where each user can have their own version of each article
    • a Q&A website like Stack Overflow, where multiple people can give their views on a given topic, and the best ones are sorted by upvote. Except you don't need to wait for someone to ask first, and any topic goes, no matter how narrow or broad
    This feature makes it possible for readers to find better explanations of any topic created by other writers. And it allows writers to create an explanation in a place that readers might actually find it.
    Figure 1.
    Screenshot of the "Derivative" topic page
    . View it live at: ourbigbook.com/go/topic/derivative
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    Figure 5. . You can also edit articles on the Web editor without installing anything locally.
    Video 3.
    Edit locally and publish demo
    . Source. This shows editing OurBigBook Markup and publishing it using the Visual Studio Code extension.
  3. https://raw.githubusercontent.com/ourbigbook/ourbigbook-media/master/feature/x/hilbert-space-arrow.png
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    Figure 6.
    Dynamic article tree with infinitely deep table of contents
    .
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