In the straight-trajectory dipole model, retain the Coulomb-coupling convention of . In SI units the coupling denoted here is . First-order time-dependent perturbation theory expresses a transition through the Fourier transform of this pulse at the transition angular frequency.
For positive put . The two Cartesian pulse transforms are
where is a Modified Bessel function of the second kind. One may derive these from the Fourier transform of , differentiating in its scale and integrating its spatial derivative by parts. For , while , so the transverse impulse gives the probability in the title. If the matrix element vanishes, the smaller longitudinal term can be the leading nonzero contribution.
The conditions include large compared with the atomic extent for the electric-dipole approximation, a small total transition probability for first-order theory, and a collision time short compared with . Large instead gives exponentially suppressed excitation in this model through the large-argument behavior of .
For fixed real as , the Modified Bessel function of the first kind and Modified Bessel function of the second kind have asymptotic expansions
The expansion and its error bounds establish actual growing and decaying solutions, beyond formal matching of a differential equation. These formulas are documented in NIST DLMF, equations 10.40.1–2.
For the positive quadratic kernel , , the connected correlation function is its inverse. Fourier inversion gives . The Modified Bessel function of the second kind has an exponentially decaying large-argument tail, so the correlation length is at fixed positive gradient coefficient. In three dimensions this becomes . The statement concerns the continuum long-distance theory; regulator-dependent contact terms do not define the physical correlation length.
Expand the time-dependent quantum state in unperturbed energy eigenstates, factoring out free dynamical phases:
The Schrödinger equation gives the exact interaction picture coefficient equations
Initially . To first order in time-dependent perturbation theory, replace the coefficients on the right by these zeroth-order values and integrate. Thus
For a transition , this is the desired leading probability amplitude, and to leading order. The formula is understood with free asymptotic phases removed. For , the full survival amplitude also contains the zeroth-order ; the displayed integral alone is its first-order correction, not the whole amplitude. This specifies the usual scattering operator meaning of the paper's notation at infinite times.
For the ion pulse, write and . Then
Consider an excitation with and put , . The first real pulse is even in time and the second is odd. Their respective surviving Fourier components are therefore cosine and imaginary sine:
Since , the longitudinal term is smaller for comparable position matrix elements. Hence the electric-dipole excitation by a passing ion has
This leading limit extends to either sign of using . If by a selection rule, the retained leading term vanishes and the smaller longitudinal term may give the first nonzero probability. The conditions also include a small total transition probability, approximately straight constant-velocity motion, and large compared with atomic size for the electric-dipole approximation. The paper uses a Coulomb-coupling convention in which the factor is written ; in SI units replace throughout by .
The collision duration is of order . Excitations with angular frequency receive an unsuppressed impulse when this is short relative to . In contrast, for , cancellations in the Fourier transform suppress the transition: a slowly varying distant field approximately preserves the atomic energy eigenstate. The exact dipole-pulse transforms make this explicit:
where is a Modified Bessel function of the second kind. Their large-argument exponential decrease explains the slow-passage cutoff. These transforms are optional refinements of the small- derivation above, not a separate assumption about the target.
To connect the microscopic transition probability to energy loss, suppose the atom begins in a low-energy state. Exciting bound electronic states and causing ionization transfer positive energies from the ion to the material. For target atomic number density and path length , a schematic independent-encounter sum is
with a continuum integral as well as a sum for ionized final states. The short-collision formula gives , so the impact-parameter integral has logarithmic dependence on its cutoffs. Its upper effective cutoff is of order , where the transition ceases to be sudden; the lower cutoff must exclude regions where the dipole or weak-collision approximation fails. Thus the leading high-speed charge and isotope scaling of electronic stopping is
Although a faster ion can access more energetic transitions and a wider range of distant encounters, its shorter interaction time reduces each ordinary excitation probability. In the fast-ion regime shown, the decrease dominates the slower variation of the excitation factor. The energy loss consequently falls with increasing incident kinetic energy. The original figure has increasing downward, so the curves' rise toward the top of the page means decreasing loss, not increasing loss. A low-speed extrapolation of the inverse-square law is invalid because excitation thresholds, slow-passage suppression, changing ion charge and nuclear recoil can then matter.
For nonrelativistic ion mass , . At fixed incident energy the leading prediction becomes
The greater atomic number of nitrogen than carbon than boron therefore gives larger loss; at the same velocity the leading species factor is . Within an isotopic family, the heavier ion moves more slowly at the same and loses more energy. Equivalently, a heavier isotope needs proportionally greater kinetic energy to achieve the same velocity and approximately the same electronic loss. Comparing at fixed energy per nucleon, rather than fixed total , approximately removes this leading isotope mass dependence. This accounts for the separate isotope bands in the original graph without assigning different electronic excitation spectra to isotopes of the same projectile element.
The charge in this scaling is the effective ion charge if screening by bound projectile electrons is important. The interpretation assumes the same traversed material and thickness and uses the paper's small-fractional-loss regime, ; points with loss comparable to incident energy cannot be described quantitatively by treating as constant. The plotted curves support the qualitative ordering and high-energy decrease, rather than determining a universal normalization from the supplied single-atom model.
The vanishing total pressure must be imposed at the displaced free surface, not at fixed . The first-order Taylor expansion is
Since and , the Lagrangian pressure perturbation condition is
The supplied gravitational perturbation and the combined potential, evaluated at , then give
Here is the Modified Bessel function of the second kind. Equating mode amplitudes and using part (c) yields
Rearrange to obtain the dispersion relation for the axisymmetric gravitational instability of an incompressible cylinder:
Every quantity on the right is dimensionless, consistent with having units . The stabilizing term comes from displacing the background hydrostatic pressure profile; omitting the Lagrangian pressure perturbation would lose it.
The contrast is weak: . Use a scalar weak-guidance Helmholtz equation for a transverse field component, with longitudinal wave number and vacuum wave number . Separating variables as gives
A bound mode requires . Define
The step-index fiber normalized frequency is ; is a dimensionless core transverse wave number. Regularity at selects the Bessel function of the first kind, while decay at infinity selects the Modified Bessel function of the second kind:
In this scalar approximation, continuity of the field and its radial derivative gives
At cutoff the evanescent wave extends arbitrarily far into the cladding, so , and . For the first azimuthally varying family , the recurrence relations reduce the last equality to
As , and , making the right side tend to zero. Thus the onset is at the first positive zero of :
The scalar fundamental family has no positive cutoff. The first additional spatial family is the family just found; the next radial and first families require the larger zero . This establishes the first multimode boundary rather than merely finding one possible cutoff. The two polarizations of the fundamental family are not counted as two spatial modes. Exact vector interface conditions split some higher-mode degeneracies at finite contrast; the displayed condition is the weak-guidance result intended by the supplied scalar equations.
Use for the completed Riemann zeta function, without the polynomial factor used to define the entire Riemann xi function. For complex put
This is the Modified Bessel function of the second kind. The substitution writes it as , proving that it is entire in , that , and that it decays exponentially as , uniformly for in a compact set.
For all the lattice sums and the integrals below converge absolutely. The terms in the completed nonholomorphic Eisenstein series contribute . For , use the Gamma integral and then Poisson summation in :
Here the Poisson identity is . At , evaluating the Gamma integral and summing over gives . At , the substitution and the integral representation of the modified Bessel function of the second kind give
Collect the frequency . There are two signed choices of for each positive divisor of . Thus, with , the full Fourier expansion is
The factor is important: the lattice sum includes both signs, while the defining factor was already used in its Mellin integral. This expansion uses exactly the completion in the question.
We can deduce both of the offered conclusions. First recall, with a short proof, the needed functional equation of the Riemann zeta function. Put . Poisson summation gives . Splitting the Mellin integral of at one yields
The integral is entire and invariant under . Hence , with only simple poles at , of residues . This is the pole-bearing completion, not the entire xi function.
For fixed , the nonconstant part of the Eisenstein expansion is entire in and locally normally convergent: the divisor sums grow at most polynomially on a compact set of , whereas decays exponentially in . The same argument gives local uniformity for in compact subsets of the complex upper half-plane. Thus only the constant terms can have poles. Their apparent poles at cancel: has principal part , while has its negative, and both multiply there. The remaining poles are simple, at , with residues .
Under , the two constant terms interchange by the zeta functional equation. The nonconstant terms are unchanged because and
which follows by replacing a divisor by . Therefore
For the Kronecker limit formula, evaluate the finite Laurent coefficient at . Write for the Euler--Mascheroni constant. From and we obtain
The gamma derivative follows by differentiating the Gamma duplication formula and using . Multiplication by adds to the constant term; the other constant term contributes .
The half-order Modified Bessel function of the second kind is . For example, in its even integral representation set as variable and then : and the factor converts the integral to a Gaussian. At the nonconstant Eisenstein coefficients are consequently . On the other hand, the absolutely convergent logarithmic series gives
Adding this identity to its conjugate identifies the nonconstant sum as . With the analytic Dedekind eta function product , the resulting answer is
This derivation of the Kronecker limit formula uses the analytic eta product only; it does not assume its modular transformation. The lattice series is invariant for by an integral change of the pair and . Analytic continuation preserves this invariance, so its finite Laurent coefficient is invariant too. This supplies the independent weight-two transformation argument used in Question 2.
The connected generating functional is . Its second functional source derivative gives the connected correlation function; the source-independent determinant drops out. Translational invariance therefore gives
This covariance is independent of the source in a purely Gaussian theory; at zero source the mean field vanishes.
Fourier inversion can be evaluated with the Schwinger parameterization. Since , the elementary Fourier transform of a Gaussian gives
where is the Modified Bessel function of the second kind. This integral formula also gives both asymptotic regimes directly.
For , set . The integral tends to the gamma function integral ; this is finite for . Hence, at distances larger than the microscopic cutoff,
For , the exponent has its minimum at , with value . Gaussian expansion about that saddle, or the large-argument asymptotic expansion of a modified Bessel function, gives . Therefore
This is the massive Gaussian field correlation tail with its normalization displayed. For example gives exactly , verifying both regimes and the exponential length scale.
Put and . The equation becomes
At the regular-singular criterion requires and to be analytic. This holds precisely for . Thus the singularity at infinity is irregular, corresponding to essential exponential behaviour of solutions, exactly for . For it is regular singular, with powers and possibly logarithms rather than such essential exponentials.
For , the Liouville–Green approximation uses , amplitude and phase integral . On a consistently chosen branch, the two leading solutions are
The derivative correction is smaller by order , and the two exponential signs give independent solutions.
Using the convention that Stokes lines have equal exponential phase, , their rays are . The equal-magnitude, oscillatory rays, often called anti-Stokes lines, satisfy , giving . If the alternative naming convention is used, these two names interchange; the stated equations specify the rays unambiguously.
To give the sector precisely, the solution recessive on the positive axis can be represented by
where is the Modified Bessel function of the second kind. Substitution verifies the differential equation. Its asymptotic is valid on closed subsectors of on the continued branch. Consequently
Actual exponential decay occurs in the narrower sector ; in the adjacent portions of the larger asymptotic sector the same continued exponential grows. This distinguishes the validity of the approximation to the positive-axis recessive solution from the directions where its modulus decays.
Take a positive gradient coefficient , a positive squared mass, a finite-volume regulator and an ultraviolet cutoff. Use the dimensionless statistical action convention : inverse temperature is absorbed into the coefficients. If denotes dimensional energy instead, the exponent below gains a factor and the covariance gains . These conventions cannot be mixed.
Choose the Fourier transform convention
Integration of the quadratic gradient and source terms gives
Complete the square with . Translation of the regulated real Gaussian variables leaves their measure unchanged, so the Gaussian integral gives
Here is the source-free Gaussian partition function. For independent regulated real coordinates and a positive quadratic matrix , it is under Lebesgue normalization. The continuum determinant needs the stated regulator and a measure convention. Reality pairs the nonzero Fourier modes, so they must not be counted as two independent real fields.
A connected correlation function subtracts the product of the means. The logarithm generates its cumulants: differentiating twice with respect to the source, using the measure in the functional derivative convention, yields
The source changes the mean but not the covariance; the stated zero-source limit therefore follows immediately. Momentum conservation uses , appropriate for a real field without complex conjugation on either displayed factor.
For the continuum massive Gaussian field correlation tail, set and . Fourier inversion gives
The large-argument Modified Bessel function of the second kind has . Hence is proportional to at large distance and
At zero mass the exponential length diverges. For the critical continuum tail is algebraic, ; in lower dimensions infrared regulation needs additional care.
For a uniform source , perform a momentum-shell renormalization group step: separate slow modes and fast modes . In a Gaussian field theory they decouple; the uniform source couples only to the retained zero mode. Integrating fast modes contributes only a field-independent determinant to the free energy. Restore the cutoff by , and
The factors from the measure, gradient and two fields cancel in the gradient term. The mass term gains , and the linear source gains . Therefore
Here is the positive mass; for signed thermal coordinates it is the squared-mass relation that applies. The Gaussian fixed point has thermal scaling eigenvalue , source eigenvalue and zero anomalous dimension.
Under the formal homogeneous Gaussian scaling hypothesis, substitution of those eigenvalues gives
The last two values are independently visible in and , agreeing with Landau-Ginzburg theory. The specific-heat power follows directly from the determinant: after two thermal derivatives its singular contribution is proportional to
The change of variables proves this power because the rescaled integral converges at large exactly when . The two-dimensional free energy itself has a resonance, while its second derivative still has the indicated power.
The printed magnetization exponent is a formal Gaussian scaling index, not a proved ordered-phase law of the purely quadratic model. The ordered-phase obstruction in a Gaussian scalar model is explicit: the uniform field has energy density . At it tends to as , and the partition function diverges. For , the mean is and tends to zero as , so there is no spontaneously ordered branch. Thus no literal for can be established from this Statistical Hamiltonian alone. The value follows from the scaling dimension of the field if one assumes such a branch; for its nonpositive value further warns against that interpretation. Adding a stabilizing quartic interaction defines an ordered phase, but below four dimensions that interaction is relevant and generally leads to the Wilson-Fisher fixed point, not these Gaussian thermodynamic powers.
For the Gaussian specific-heat infrared threshold, at the same determinant integral grows like , so as a power exponent, with a logarithmic divergence. For , it has a finite cutoff-dependent limit; the leading heat capacity is a regular constant and has no divergent power, again described by in the requested convention. After subtraction of this background the Gaussian singular term can still have the negative power index ; it is not correct to erase that distinction. In a stable quartic Landau-Ginzburg theory above four dimensions, the quartic coefficient is a dangerously irrelevant coupling: it is needed for the ordered phase and contributes , giving the mean-field specific-heat jump and while invalidating naive hyperscaling relation. At four dimensions, marginal interactions can add further logarithmic corrections. The agreement with Landau theory is in the leading heat-capacity power; it does not assert the absence of logarithms or supply a missing stable Gaussian ordered phase.
Change independent variable from proper time to the scale factor. Then and . Under radiation domination, and . Since , the linear matter perturbation growth equation becomes
Putting gives
This keeps the matter self-gravity term in a radiation-dominated background. It is not an exact background equation through radiation-matter equality.
At , neglecting that small term gives . Integration yields
Thus matter has at most logarithmic growth during this leading radiation approximation, together with a constant independent mode. The constant is non-growing, not a mode that literally falls as ; that power belongs to rather than .
For an increasing/decreasing basis of the displayed equation with matter self-gravity retained, put . Its equation becomes . Hence
The Modified Bessel function of the first kind gives , which increases slowly. The Modified Bessel function of the second kind gives , where is Euler's constant; this mode decreases as increases. Their leading span is precisely the constant/logarithmic pair above. Mode labels depend on the chosen basis and normalization; no rapid matter-era growth occurs here. Neglected background corrections can change subleading terms, so the Bessel basis should not be extrapolated through equality.
Fix the convention , , and let . With , two families of modified Helmholtz adjoint plane waves are
Both satisfy , since the products of their and exponents are . They obey . Green second identity gives the two conjugate global relations for the modified Helmholtz equation
For real boundary traces, . Thus the second identity is the conjugate spectral companion, rather than an unrelated extra boundary condition. In complex differential form the first relation is equivalently
Its integrand is a closed one-form: differentiating its coefficients gives . This supplies a direct derivation of the global relation as well as its outward-normal sign convention.
Write the known Dirichlet boundary condition on side as and the unknown outward normal derivative as , with . For any linear combination of the adjoint waves, the global relation is
Expanding the in a finite basis and enforcing these identities at selected collocation points for a global relation gives a linear system with a known right side. The square permits especially simple paired tests.
Let , , and for . Define four real adjoint solutions
They satisfy the modified Helmholtz equation because . Each is a linear combination of two adjoint exponentials, hence is obtained from the two spectral global relations. More explicitly, put , so . For the convention above, the required spectral pairs are
Appropriate phase-weighted differences produce . For example the top test is . The conjugate relation ensures a real system for real data. This is sine collocation of square modified Helmholtz global relations.
The functions are an orthonormal Fourier sine basis on . Set and compute the known quantity by numerical integration. Since , each adjoint test vanishes on both adjacent sides. On its own side it equals , and on the opposite side it equals , where . Thus the square modified Helmholtz Dirichlet-to-Neumann coefficients obey
Each block is inverted explicitly: for opposite sides ,
Compute these coefficients for and reconstruct . This is a semi-analytical scheme: the spectral basis integrals and two-by-two inverses are explicit, while the known boundary integrals are evaluated numerically. Increase and the quadrature resolution until the desired convergence is observed; compatible smooth side data have convergent normal-trace expansions, while corner singularities require the usual weaker trace interpretation and more careful quadrature.
The requested weak interaction between sides is particularly clear: the adjacent-side unknown traces contribute exactly zero, and the opposite-side coefficient is . The own-side coefficient stays equal to one. Thus diagonal dominance of paired square global-relation collocation is genuine after pairing; individual uncombined exponential samples need not have the same conditioning. The eigenvalues of each block are , so its condition number is .
There is also a direct localization check for an individual adjoint wave. On side with outward unit normal and tangent , the normalized test has . Its opposite-side magnitude is , and its magnitude integrates to at most along either adjacent side. This side localization of modified Helmholtz plane waves explains why suitable large spectral parameters suppress remote-side effects even before the exact sine cancellation.
Finally the interior solution can be evaluated from the computed traces using the two-dimensional modified Helmholtz fundamental solution
Here is the Modified Bessel function of the second kind, and . Replace by its computed finite Fourier sine series and use numerical integration; at interior points the boundary kernels are smooth. The sign follows from Green second identity with this fundamental-solution convention. This completes the numerical integration of the boundary value problem with a Dirichlet boundary condition, rather than stopping at an equation for its unknown boundary derivatives.
Put , and take . The constant-depth ocean transport streamfunction equation is
It is a steady advection-diffusion equation for the transport response, with westward pseudovelocity. For an unbounded domain the point-forced Sverdrup–drag Green function can make its contours precise. Set and . Then
where is the Modified Bessel function of the second kind. This optional explicit expression is used only to produce the requested sketch; no weak-drag assumption is imposed.
Figure 1.
Streamfunction contours around a point wind-curl source with finite bottom drag, showing a long western wake and a short eastern response
. Details.
Near the source the logarithmic singularity produces almost circular contours. At distances large compared with , , so the response is proportional to . It decays exponentially eastward, but only algebraically on the western axis; its broad western wake has transverse width of order . Contours are stretched westward, with closed finite-level contours around the source and sharper eastern gradients. Larger drag broadens the scale and makes any fixed nearby view more nearly circular. For the elliptic smoothing disappears; for the infinite-plane response is logarithmic up to a gauge and cannot be fixed by a zero-at-infinity condition.
Put and . The differential equation becomes the Riccati equation . The inverse-power exponential hierarchy begins with
so choose , with ; additive constants specify the overall normalization. At order , , and at subsequent orders
These equations are formally equivalent coefficient by coefficient; the order-zero transport term happens to be constant, so its chosen zero value is not interpreted as a literal denominator in a successive-ratio hypothesis. The ansatz is consistent for , with
Empty sums are zero. In particular , which agrees with direct expansion of the Riccati equation.
Exponentiating the inverse-power series gives with . Substitute this amplitude series into to obtain
Formal matching alone does not prove existence of actual solutions with these asymptotics. Here actual solutions are obtained from the Modified Bessel differential equation and the large-argument asymptotic expansion of a modified Bessel function: substituting yields solutions and , using the Modified Bessel function of the first kind and Modified Bessel function of the second kind, whose positive-real-axis asymptotic expansions have precisely these normalized growing and decaying series. They are linearly independent. The series need not converge; it is an asymptotic expansion with a remainder after each fixed truncation. When the amplitude recurrence terminates.
For the real decaying Bessel form used here, take . The original PDF has as the last factor in its auxiliary differential equation, although both differentiated factors have argument ; that last argument must also be for the stated Modified Bessel differential equation.
Put . The corrected identity is . Since the field is radial, the radial Laplacian gives
Away from the point source this must vanish. For , a constant ratio of to would make a pure power, incompatible with the term of its equation. Therefore both displayed coefficients must vanish:
The two orders give the same Modified Bessel function of the second kind: .[ref]
The source describes merely as real, but the following displayed real square-root formula implicitly needs . For the operator with arbitrary real , its decaying fundamental solution instead uses ; is obtained by a limit. The unmodified real ansatz is not a real Bessel formula for all negative .
The unbounded constant-depth steady transport response to a unit point wind-curl source solves for . An exponential substitution reduces it to a modified Helmholtz equation, yielding the expression shown in terms of the Modified Bessel function of the second kind. Its finite-level streamfunction contours are nearly circular near the source and stretched into a western wake far away. The wake width is of order .
In a radiation-dominated background with matter self-gravity retained, . A change to gives the Modified Bessel differential equation of order zero. The Modified Bessel function of the first kind increases as ; the Modified Bessel function of the second kind decreases with a leading negative logarithm. The early solution space has the constant/logarithmic behaviors, not the growth of matter domination. This background approximation must not be extrapolated through equality.
Two-dimensional modified Helmholtz fundamental solution Created 2026-10-06 Updated 2026-10-14
For , the decaying fundamental solution of in two dimensions is , with the Modified Bessel function of the second kind. Green second identity reconstructs an interior solution from its Dirichlet boundary condition and outward normal derivative as .