For , the positive constant- surfaces in elliptic cylindrical coordinates satisfyThey are confocal elliptic cylinders with focal lines . For a generic fixed , eliminating givesBecause , a fixed selects the half-branch with the signs of and fixed by and . These are hyperbolic cylinders. The degenerate surface is , , extended in . At the cross-sections are the two exterior horizontal rays; at they are vertical half-axes.
Differentiate the position vector to get the coordinate tangent vectorsTheir pairwise dot products vanish. Their squared lengths are , and one. This proves orthogonality and gives the scale factors of orthogonal coordinates:The Riemannian metric is . Away from the focal lines, divide the coordinate tangent vectors by their lengths to obtain the local orthonormal unit vectors . For physical vector field components , the formulas for vector calculus in elliptic cylindrical coordinates areThe gradient of a scalar function has components . Apply the divergence formula to this gradient; Laplace's equation becomesThe formulas apply where ; the focal lines require a limit or another coordinate chart.
With temperature measured relative to the fixed-temperature end, the heat equation and its data areHere is thermal diffusivity and is thermal conductivity. The sign of the derivative condition describes incoming heat flux at : the outward conductive heat flux is .
Choose the stationary solution satisfying and . Hence . Subtracting it gives the homogeneous problemThis boundary lifting leaves a Dirichlet boundary condition at one end and a Neumann boundary condition at the other, as in the fixed-temperature and fixed-flux heat equation on an interval.
For a nonzero separated solution , separation of variables gives and . The endpoint conditions require and . Thus the mixed Dirichlet-Neumann modes on an interval have , . Their squared L2 norms are , so the initial Fourier coefficients areThe integration uses and . ThereforeAt positive time the series can be differentiated termwise and satisfies both homogeneous endpoint conditions for . At time zero it recovers , so recovers the initial zero temperature. If , the prescribed derivative at is incompatible with differentiating the initial zero profile; the temperature is still continuous there, while its spatial derivative has a corner layer. At long times the decaying modes leave .
Heating a bar through one end while the other end stays at zero temperature
. Original dimensionless temperature profiles at several diffusion times. The eventual linear profile has the imposed unit derivative at the heated end. Details.Use the Fourier transform convention , with inverse factor . For functions in L1 space, their convolution is . Fubini's theorem applies because the absolute double integral is . Substituting therefore proves the convolution theorem:For the specified rectangular pulse, the support condition is . Its Fourier transform isThe convolution is the length of the overlap of and . Thus it is the triangular pulseThe transform's value at zero is four, given by its continuous extension. In this convention, the Parseval identity for square-integrable functions isFor the rectangular pulse the left side is two, giving the sinc-squared integralFor the triangular pulse, . Apply the same Parseval identity with transform to obtain the sinc fourth-power integralBoth integrands have removable singularities at zero and integrable tails.
The spectral theorem gives a real orthonormal eigenbasis for a real symmetric matrix . Distinct eigenspaces are orthogonal; within a repeated eigenspace, choose an orthonormal basis, for example by Gram-Schmidt orthogonalization. Put these eigenvectors in the columns of . Then andFor a change of variables , choose . Since , the quadratic form becomes ; the are precisely the eigenvalues of .
In the numerical case, the off-diagonal entries are half the cross-term coefficients, soA direct eigenvector calculation gives the unit eigenvectors , , , with eigenvalues two, three and minus six. They are pairwise orthogonal. Therefore the required orthogonal diagonalization isand the transformed quadratic form is .
If for a Hermitian matrix and a nonzero eigenvector, then . The scalar on the left equals its complex conjugate because , while . Thus is real. If also , thenConsequently distinct eigenvalues force , proving orthogonality of their eigenvectors.
For a unitary matrix, preserves the norm induced by the standard Hermitian inner product. If with , then , so .
Since and are real symmetric matrices, . Expanding the unitarity condition givesEquality of the entrywise real and imaginary parts yieldsThese are the identities for the real and imaginary parts of a symmetric unitary matrix.
Let . The commutation relation gives , so preserves the eigenspace of with eigenvalue . Because it is a nondegenerate eigenvalue, the eigenspace is one-dimensional, and for some real . This includes . Thus the eigenvectors of form a common eigenbasis, andWriting the corresponding unit-modulus eigenvalue of as givesThe pairing refers to the same common eigenvector; independent reorderings of the two real spectra would lose this information. The simultaneous diagonalization can also be constructed without requiring simple eigenvalues by diagonalizing within each eigenspace of .
For the normalized second-order linear differential equation , an ordinary point has analytic near . At a regular singular point, which is not ordinary, and are analytic. Ordinary points admit two independent convergent power series solutions. Regular singular points instead call for the Frobenius method, which permits leading powers and, in some cases, logarithms.
Here zero is an ordinary point. Substitute into the Hermite differential equation and equate coefficients:The even and odd initial coefficients are independent, givingThese are the power series solutions of the Hermite differential equation, with the present parameter equal to twice the parameter in that article. The ratio of successive terms within each nonterminating parity is asymptotically , so both series have infinite radius of convergence.
For a nonzero polynomial of degree , its highest coefficient in forces . Conversely at that value the matching parity terminates. HenceThe polynomial solutions are scalar multiples of the Hermite polynomials. Two examples are ; direct substitution verifies both. The other independent solution generally remains nonpolynomial.
Multiplication by puts the eigenvalue problem into Sturm-Liouville form, , with weight . If correspond to distinct eigenvalues , subtract their multiplied equations and integrate to getThe upper boundary term vanishes by the Dirichlet boundary condition. For a bounded solution near zero, has a limit because is integrable. A nonzero limit would force a divergence in , so that limit is zero; integration then gives . The lower boundary term therefore also vanishes, proving the weighted orthogonality.
Set . For , , and finiteness of gives . Thus with zero values at zero and . The radial Dirichlet spectrum in three dimensions givesThe zero and negative eigenvalues yield only the zero solution under these boundary conditions. Also .
For the forced equation, the same substitution gives . The Fourier sine series of on has coefficientsExpanding gives , henceThe value at zero is defined by a limit. In fact , so uniform convergence holds even there, by comparison with . An independent check comes from solving the constant-coefficient equation directly:It satisfies both endpoint conditions and the forcing for , and its finite origin limit agrees with the series. For the homogeneous boundary value problem has no nonzero solution, so the solution is unique.
Substitution of into the homogeneous Euler-Cauchy equation gives , so . Use the solution that vanishes at zero and that decays at infinity. Their Wronskian is . The half-line Green function for the first cylindrical harmonic is thereforeIt is continuous at , its first derivative has jump , and it solves the homogeneous equation elsewhere. Thus for integration with ordinary measure . The boundary conditions hold for each fixed .
Integrating against the forcing givesSince the two integrals are and , respectively,A Taylor expansion gives near zero, while at infinity. This verifies the two endpoint limits; direct differentiation verifies on . The differential expression itself is singular at zero, so the endpoint condition is imposed by continuity. No nonzero combination of and satisfies both homogeneous endpoint conditions, proving uniqueness.
Vary by with . The first variation of the functional isThe boundary term from integration by parts is zero. The fundamental lemma of the calculus of variations therefore gives . For , independently vary and with zero endpoint variations; the two Euler-Lagrange equations areFor the optical path, Fermat principle makes stationary. In cylindrical coordinates its integrand is , with . There is no explicit dependence. The Beltrami identity for several dependent variables givesThe conserved quantity is the axial component of the optical momentum of a ray. As , squaring and inverting yieldsNow suppose and seek a path of radius . The angle is a cyclic coordinate, so is conserved. At fixed radius this is strictly increasing in , forcing constant. The radial Euler-Lagrange equation reduces toConsequently the helical rays in a radially graded refractive index haveA real nonzero helix exists at such a radius when , and its helical pitch is . If , the solution is instead a straight axial light ray. Thus radial dependence permits constant-radius rays for suitable profiles; an arbitrary radial profile need not support a nonzero real helix. This qualification is necessary, for example when the refractive index increases with radius.
Choose homogeneous Dirichlet boundary conditions, , and nonzero admissible functions with finite and positive . Variations obey the same zero endpoint values. At a stationary Rayleigh quotient, set . ThenThe boundary term vanishes, and the fundamental lemma of the calculus of variations gives the Sturm-Liouville equation . Thus stationary functions are eigenfunctions. Conversely, multiply that equation by and integrate by parts to obtain ; its first variation then vanishes by the same calculation. This proves that stationary values are the corresponding eigenvalues. Homogeneous Neumann boundary conditions also make the displayed boundary terms vanish; general Robin boundary conditions can require a boundary contribution to the quadratic form.
For , , on , the polynomial trial function satisfies the endpoint conditions. Its Rayleigh quotient usesso the polynomial estimate is . The trigonometric trial function givesand hence . Both are upper bounds on the lowest eigenvalue, by the Rayleigh-Ritz method; neither trial is an exact eigenfunction, so the inequalities are strict.
Their closeness has a useful explanation beyond their similar single-arch shapes. Both trial functions are symmetric under , forcing . The reflection-symmetric trials for a linearly weighted Rayleigh quotient therefore reduce this problem to a constant multiple of the ordinary Dirichlet energy quotient. The sine is the best trial within this symmetric class, and the polynomial's value is only a factor larger. The unrestricted lowest eigenfunction can be asymmetric because the weight is asymmetric.
For a vacuum electric potential, put in Laplace's equation in spherical coordinates. Multiplication by separates the radial and angular terms. With separation constant and , the angular Legendre differential equation isRegularity at both polar axes selects nonnegative integers and the Legendre polynomials. The radial equation is , whose independent solutions are and . Hence the angularly regular axisymmetric vacuum solution isThe radial domain and its boundary conditions determine which terms are admissible.
For the given charge density, only is forced. Write . The interior radial Poisson equation is . The identity for the Poisson equation with a spherical harmonic source gives the particular solution , since the radial operator takes to four. Finiteness at zero and decay at infinity therefore giveContinuity of the electric potential and its radial derivative at requires and . Solving gives , , soAll other angular modes have zero coefficients after imposing regularity, matching and decay. At the origin the interior expression is , which extends with a continuous gradient and value zero. The angular charge density has no unique value exactly at that point; Poisson's equation holds classically for and as a weak solution through the origin. There is no additional point charge.
Expand the divergence of . The cross terms cancel, leaving . The divergence theorem gives Green's second identity,Use the Green function convention . Integrating over a bounded domain containing yields . Thus zero Neumann boundary data would be incompatible with this unit Dirac delta source. A suitable Neumann Green function with constant boundary flux instead has , where is the boundary area. Substituting , , givesThe last term is an undetermined constant. The data must obey the Neumann Poisson problem compatibility condition , obtained by integrating the original equation. Under this condition an additive constant in cancels from the first two terms.
For the upper half-space, reflect the source to . The method of images with equal-sign sources givesThe reflected singularity lies outside the domain; on the two normal derivatives cancel, so . Its total unit flux passes through a large hemisphere at infinity, where . This is why the bounded-domain condition on the boundary flux cannot be applied to the infinite plane alone.
With zero interior source and the given point boundary source, the boundary representation is . The terms at infinity vanish for this resulting field. ThereforeTo check the singular boundary condition, is the Poisson kernel for the upper half-space. Its integral over a horizontal plane is one and its mass concentrates at the origin as , giving in the distributional sense. This is the Neumann point source on a half-space boundary.
Choose the square root of one minus z squared with : explicitly with principal square roots. It is single valued and holomorphic away from the two specified exterior real branch cuts. If for , its boundary values areFor example, above the right cut approaches the negative real axis from below, selecting ; above the left cut approaches it from above, selecting . Continuing once around either branch point changes the sign, which explains the need for cuts.
Apply the residue theorem to on a large disk slit along both cuts, with small arcs excluding . The only enclosed pole is at zero, and its residue is . On the positively oriented boundary of the slit domain, the upper right lip runs from one to , and the lower right lip returns from to one. The jump in gives their combined integral as , where . The left lips similarly give after the substitution .
The small arcs contribute because the branch singularities have order . The large arc contributes because . Taking limits therefore yields , and henceThe real substitution independently reduces the integral to , confirming its value and sign.
Compute the complex derivative along horizontal and vertical increments. Along the real direction, ; along the imaginary direction, . Equality gives the Cauchy-Riemann equationsThe real and imaginary parts of a holomorphic function are smooth. Equality of their mixed partial derivatives then gives and , proving that both are harmonic functions.
For the first real part, and . The Cauchy-Riemann equations require and , so its harmonic conjugate is . ThereforeFor the second real part, is the real part of . Its harmonic conjugate is , givingThese are the most general answers on a connected open domain: the difference of two candidates has zero real part, so the Cauchy-Riemann equations make its imaginary part constant. The second function cannot extend holomorphically through zero.
The Laplace transform is wherever it converges. For sufficiently large , suitable exponential bounds justify integration by parts and differentiation under the integral sign, givingFor a nonnegative integer and real , substitute in the gamma integral. The result extends holomorphically to , givingThis also follows recursively from the second identity, starting with .
Put , and . For a solution with finite initial values and the required transform bounds, the transformed equation isThe initial-value terms cancel, leaving . On the real interval , a nonzero solution satisfiesIntegration gives . Inverting term by term yieldsTaking gives a nonzero solution, verified by direct substitution. It is , and the rational transform agrees with the general Laplace transform of a Laguerre polynomial. No claim about solutions with singular initial behavior is needed to produce this regular solution.
Under an orthogonal Cartesian change of axes , the vector components transform as , while and . Substitution givesThis is the rank-two Cartesian tensor transformation law. The nonzero assumption ensures that the denominator is positive. In matrix form is the orthogonal projection matrix onto the orthogonal complement of .
Contract with and use its squared Euclidean norm:Thus lies in the kernel of this orthogonal projection.
The orthogonality condition is , soEvery vector in the orthogonal complement is fixed by the orthogonal projection.
The Cartesian tensor law is . In every complete tensor contraction, summation over a transformed index contracts a pair of factors to a Kronecker delta. In detail,Thus all three are invariant under rotations. They are , and . For a real symmetric tensor, orthogonal diagonalization givesExpanding and using Newton's identities to recover the characteristic polynomial from traces of powers yieldsComparison identifies .
Use the ordered displacement vector , and define by . For an unstretched spring, the extension to first order is the dot product of the relative displacement with its equilibrium unit vector. Summing its squared extensions gives the central spring stiffness matrix. The four side springs and two diagonal springs giveThereforeThe kinetic energy is , so a normal mode satisfies . Keeping the factor in the definition of fixes the normalization of and the resulting frequencies.
Rigid rotation, breathing and modes with reflection symmetry
. Original displacement diagrams. Grey lines show all six equilibrium springs; arrows show representative mode vectors. The rotation has zero frequency, the breathing mode has squared frequency 4k/m, and the two other modes have squared frequency 2k/m. Details.The first two vectors displace every particle identically in the horizontal or vertical direction. Every relative displacement is zero, so every spring has zero extension to first order. The third vector is evaluated at the equilibrium points, which is an infinitesimal clockwise rotation. For any edge the relative displacement is perpendicular to that edge, again giving zero extension.
These are the rigid-motion zero modes of a spring framework: two translations and one infinitesimal rotation. Each has , so . In the linearized dynamics its amplitude has the form , expressing free rigid motion rather than a restoring oscillation. Exact finite rigid rotations also preserve every spring length; the mode vector is their first-order tangent.
In a breathing mode, each displacement is proportional to its equilibrium position. A representative vector isMultiplying by the stiffness matrix gives . ThusPositive and negative amplitudes are uniform expansion and contraction about the center.
For the proposed vector, the first horizontal component of is . Since the corresponding component of is zero, a normal mode requires . The vertical components then give . With an arbitrary nonzero overall amplitude, choose to obtainThe analogous pattern invariant under reflection across the vertical axis isDirect multiplication confirms . The two patterns give independent eigenvectors with the same eigenvalue, as expected from the square's rotation symmetry.
A group is a nonempty set with a closed binary operation that is associative, has an identity element, and gives every element an inverse element. A subgroup is a subset that is itself a group under the inherited operation. The left coset of represented by is ; right cosets are defined analogously. Left cosets partition a finite group, and is a bijection from to . Therefore , proving Lagrange's theorem and the required divisibility.
For the given matrices, put and . Since , the generators commute; , , and the generated elements areThey are distinct, and , with exponents reduced modulo four and two. The Cayley table isThe table proves closure and identifies as the identity. The inverse element of is , and associativity follows from matrix multiplication. Thus this is the direct product of cyclic groups of orders four and two, an abelian group of order eight.
Its subgroups are exactlyTo see the list is complete, Lagrange's theorem leaves orders one, two, four and eight. There are exactly three elements of order two, giving the three order-two subgroups. An order-four subgroup containing an element of order four must be one of the two cyclic groups displayed; without such an element it must be the four-element set of elements whose squares are . This is the enumeration in subgroups of C4 times C2.
For example choose . A complete set of cosets is . Since is Abelian, the left and right cosets coincide.
A group homomorphism preserves multiplication: . It sends the identity element to the identity and inverse elements to inverse elements. Its group kernel is . This contains and is closed under multiplication and inverse elements, so it is a subgroup. For and ,Thus ; applying the same argument with gives equality. Hence the group kernel is a normal subgroup.
Let with . The parity of a permutation defines the desired map from :The sign of a permutation is multiplicative, so parity adds modulo two under composition, exactly matching . Thus this is a group homomorphism; it is surjective because a transposition maps to . Its group kernel isThis is the alternating group on three objects, a normal subgroup of index two in .
Write the symmetry group of a square as , with a counterclockwise quarter-turn and reflection across the horizontal axis. The conjugacy classes of the symmetry group of a square areHere is the half-turn and the clockwise quarter-turn. The two members of the fourth class reflect across the horizontal and vertical axes. Those of the fifth reflect across and . The identity and half-turn are central elements, giving singleton classes. The relations , , and show that each displayed pair consists of conjugate elements. More generally, conjugating by changes to , and conjugating by changes to ; parity is preserved, so the two reflection pairs cannot merge.
In a one-dimensional representation, the relation forces the image of to equal its inverse. Thus and can be assigned independent signs . These four choices give four irreducible characters. The ordinary two-dimensional action on the plane gives one more character: a rotation through has trace , and a reflection has trace zero. Therefore the character table of the symmetry group of a square isFor instance the last row has squared character norm , so the planar representation is irreducible; its inner product with each one-dimensional row is zero. All five rows obey character orthogonality. Their squared dimensions sum to , so they exhaust the irreducible representations of this order-eight group.
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