Continue with . Decompose the initial displacement into the normal modes:
There is no translational component. Because all initial velocities vanish, the oscillatory coordinates contain only cosines and the zero-frequency velocity is zero. Therefore
At these give the prescribed displacements and zero velocities. Each term separately satisfies . Also for all , so the centre of mass remains at its original equilibrium position, consistent with the absence of external forces.
Substitution of into the normal modes of three masses connected by two equal springs gives
The corresponding shapes are , , . For example, , verifying the third eigenvalue directly.
Their relevant orthogonality uses the kinetic matrix :
This is mass-matrix orthogonality of normal modes. It also follows by subtracting from its transpose and using the symmetry of . Ordinary Euclidean inner products need not vanish: in fact .
Figure 1.
The three normal modes for a free spring chain with middle mass ; amplitudes are relative and the zero mode is translation
. Details.
Use displacements from an equilibrium, so the two spring extensions are and . The kinetic energy and elastic potential energy are
Thus and , with the small-oscillation mass and stiffness matrices
If instead denote absolute positions, the appropriate natural spring lengths must first be subtracted from the differences in . They do not affect the equations for displacements.
Euler-Lagrange equations give , so a normal mode obeys the generalized eigenvalue problem for small oscillations . Reflection symmetry separates antisymmetric shapes from symmetric shapes . In the antisymmetric sector the end equation is , giving . In the symmetric sector the two independent equations are
Twice the first plus the second gives . If , then . Otherwise , and substitution into the first equation gives . Thus the three independent shapes are:
For both springs retain their lengths, so this is uniform translation. For the end masses move oppositely and their forces on the middle mass cancel. For the end masses move together, while the middle mass moves oppositely so the centre of mass remains fixed. Direct substitution verifies all three eigenpairs; for positive the three eigenvalues are distinct and exhaust the three degrees of freedom. These are the normal modes of three masses connected by two equal springs.
A useful normalization is the weighted inner product induced by . Since the squared mass norms are , and , respectively, take
If ordinary Euclidean unit eigenvectors are intended instead, divide by , respectively. The frequencies and physical motions are independent of this normalization choice. The zero-frequency coordinate has general motion rather than an oscillation.
Use the vector triple product expression from part (a). Put and . Since ,
Expanding and canceling the zeroth-order terms gives
The first bracket is odd in and integrates to zero over the centred ball. With , the Cartesian moments of a three-dimensional ball give
Therefore
The resulting vector is parallel to , as the rotational symmetry of the centred domain requires.
Take the centre of the ball as the origin. An orthogonal change of variables leaves both this domain and its volume measure invariant. Consequently its Cartesian moment integrals are isotropic tensors. Equivalently, inversion immediately makes every odd moment zero.
There is no nonzero invariant rank-one vector, so
An isotropic tensor of rank two is a scalar multiple of the Kronecker delta, giving . Contract the indices and use spherical coordinates:
Thus the Cartesian moments of a three-dimensional ball give
For the last identity, one may also use the general rotation-invariant rank-three tensor : the moment is fully symmetric in its indices, whereas the Levi-Civita symbol is antisymmetric, forcing .
The origin convention is necessary. For a ball centred at a nonzero vector , its first moment would instead be , so the displayed claims implicitly refer to coordinates measured from its centre.
In orthonormal Cartesian coordinates, a rank- tensor has components transforming under a change of axes as
Repeated indices are summed. This is the tensor component transformation law; for rank one it is precisely the transformation law of a vector.
Use the vector triple product to write the double cross product as
Both dot products are invariant under an orthogonal change of axes, while and . Therefore
Hence is a vector. This argument also avoids the sign issue for an individual cross product under an orientation-reversing orthogonal transformation: the double product has two such factors, whose signs cancel.
Let . Transform the three terms of the order-zero Bessel differential equation using part (a):
Adding and dividing by gives
On , separation of variables gives , hence . To obtain the usual solution regular at , choose the compactly supported extension
This is a genuine distributional weak solution: the differential equation can be written , and vanishes continuously at both endpoints. Thus differentiation produces no endpoint Dirac delta terms.
Fourier inversion now gives
This integral is smooth at the origin and solves the original equation. Its value there is . Normalizing fixes , and identifies the Bessel function of the first kind of order zero:
The last equality uses . Without normalization, the regular solution is an arbitrary constant times this integral; this is the Fourier transform of the Bessel function J0 pair.
Regularity qualification. The source specifies the differential equation but no condition at its singular point . The transformed equation separately has solutions on the two exterior intervals. Thus it does not, by itself, determine the support or a single global multiplicative constant. The compactly supported choice above constructs the regular Bessel branch. The other independent branch, the Bessel function of the second kind, is singular at the origin. Also is not absolutely integrable on the real line, so its transform is properly taken as a tempered distribution, rather than relying on the stronger classical integrability assumptions of part (a).
For the Gaussian function, direct differentiation gives . Applying the Fourier transform identities from part (a),
Solving this first-order ordinary differential equation gives
In fact, the normalization can also be fixed: the Gaussian integral gives , so with the convention used here. The transform has the same Gaussian shape.
Write to distinguish the Fourier transform from the original function. Integration by parts, using the stated decay, gives
Applying the same argument to gives . Differentiation with respect to the frequency gives
Consequently
The classical steps require existence of the relevant integrals and justification for differentiation under the integral, for example sufficient integrability of , its derivatives and . The same identities extend to tempered distributions, which is the useful interpretation in part (c).
First use . If , the required integral is .
Set . The unit circle is traversed counterclockwise once, , and . Thus
The function is regular at zero. Its only enclosed pole is from part (b), and its residue is
By the residue theorem, . Therefore
As a sign and scale check, this is positive and behaves as for large , in agreement with expanding the integrand and integrating its first nonzero, , term.
Clear the apparent negative power of to obtain the rational function
Let . Its denominator factors as , with
These are distinct simple poles. Since and , we have : only lies inside the unit circle. The apparent singularity at in the original expression is a removable singularity, with the continued value ; it is not another pole.
Using the residue formula from part (a), with denominator derivative , gives
There are no other finite singularities of the continued rational function.
A simple zero of an analytic function has a local factorization , where is an analytic function and . Since is also an analytic function near , its Taylor series gives
The nonzero coefficient of proves that this is a simple pole, with
Multiplying by the Taylor series similarly gives
The assumption ensures that the pole is not canceled. In either formula the residue is precisely the coefficient of in the Laurent series.
This is the Dirichlet principle. Put , so vanishes on the boundary. For real, sufficiently regular functions of finite Dirichlet energy, Green's first identity gives
The surface term is zero because , and the volume term is zero because is a harmonic function. Expanding the square of now gives the stronger identity
Thus the harmonic function minimizes Dirichlet energy among functions with the same boundary values. Equality requires , hence is constant on each connected component; the zero boundary value makes that constant zero on every component having boundary. For an unbounded domain one additionally needs the boundary term at infinity to vanish; the usual bounded regular-domain setting needs no such extra condition.
Let . In the mixed Dirichlet-Neumann problem in an elliptic annulus, the angular Fourier modes separate. The outer data excite the mode, while the inner derivative excites .
For the first mode, a radial factor with zero derivative at is . Normalizing its outer value gives . For the second mode, a radial factor vanishing at is . Its derivative at must be , fixing the coefficient to . Therefore
Each term satisfies Laplace's equation; at the second term vanishes and the first is . At , differentiating gives , as required. All other modes, including the constant mode, vanish by the homogeneous mixed conditions. Alternatively, integration by parts applied to the difference of two solutions gives a zero integral of , proving uniqueness.
Boundary convention. The calculation follows the explicitly printed coordinate derivative . In elliptic coordinates, the scale factor is and the outward unit normal at the inner boundary points toward decreasing . A physical normal derivative there would be . Thus the phrase “normal derivative” in the source must be understood in its displayed coordinate sense; imposing the same numerical data on a unit-normal derivative would be a different problem.
Use separation of variables with . A nonzero product gives
The angular factor must be a periodic function of period . If , its exponential solutions cannot be periodic unless they vanish. If , forces , while . If , periodicity requires , giving angular factors and radial factors .
Superposing these separated harmonic functions yields
To see completeness, expand an arbitrary smooth harmonic function in a Fourier series in on each ellipse. Substitution into the equation forces every Fourier coefficient to obey the corresponding radial equation above. The series is interpreted with the convergence needed for a harmonic function, for example locally on compact subannuli. No boundedness condition at infinity or extension across has been imposed, so there is no reason to discard either radial branch in these elliptic coordinates.
Put . Direct matrix multiplication gives
for every real . Since commutes with all matrices and , the remaining relations also hold:
All matrices are invertible, and the relations reproduce the multiplication table of the Klein four-group. Therefore
A representation need not be an orthogonal representation; imposing orthogonality on the displayed matrices would be an extra condition.
The characters are their traces, independent of :
In terms of part (b), , so the representation is reducible. For an explicit change of basis, take
Then and , while remains . These are the equivalent sheared representations of the Klein four-group; the parameter changes the basis, not the two irreducible constituents.
Use the identity relation as printed in the PDF, . Since , multiplying on the right by gives . Also
because are involutions. Thus and commute, and so does their product with either of them. Therefore the group is Abelian, and is the Klein four-group.
Each conjugacy class is a singleton. Over the complex numbers every irreducible representation of a finite abelian group is one-dimensional. Choose independent signs and ; the relations force and . Hence the complete character table is
These four distinct one-dimensional representations exhaust the irreducible possibilities: there are four conjugacy classes, and their squared dimensions already sum to . The rows also satisfy character orthogonality. The local transcription damages the final symbol in the defining relation; the PDF makes the identity unambiguous.

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!
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    Articles of different users are sorted by upvote within each article page. This feature is a bit like:
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    • 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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    This way you can be sure that even if OurBigBook.com were to go down one day (which we have no plans to do as it is quite cheap to host!), your content will still be perfectly readable as a static site.
    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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