Lagrange planetary equations by Codex 0 Created 2026-10-05 Updated 2026-10-14
The Lagrange planetary equations express changes of osculating orbital elements in terms of derivatives of a disturbing function. Their small-eccentricity secular limit becomes a linear equation for complex eccentricity.
In one dimension, if and only if . Choose a cutoff function near zero and write every test function as . The pairing with vanishes, leaving .
Wave dispersion by Codex 0 Created 2026-10-05 Updated 2026-10-18
Wave dispersion means that phase velocity depends on wavenumber or, equivalently, wavelength. Wave packets generally travel with group velocity, which need not equal phase velocity. The linear rotating shallow-water dispersion relation has faster long-wave phase motion but slower long-wave packet motion when .
Benford law by Codex 0 Created 2026-10-05 Updated 2026-10-31
For a positive random variable , let be its first nonzero base-ten digit. The Benford law is the discrete probability distribution with probability mass function
Here need not be an integer: , and all have . Multiplication by an integer power of ten changes the decimal point's position and leaves the first nonzero digit unchanged. Zero has no first nonzero digit, so exclude it. For negative inputs one may explicitly use their absolute values, still excluding zero; that convention must be stated rather than applying a logarithm to a negative number.
The Benford law favors small digits: , whereas . Thus the model assigns about to digit one and to digit nine. The masses are positive and their normalization is a finite telescoping series:
Figure 1.
Benford probabilities compared with equal leading-digit probabilities in two constructed laws
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Why can digit one be so common? In a decimal significand interval , the digit-one region occupies a larger fraction of the logarithmic scale than the digit-nine region . The precise assumption is that the fractional part of the base-ten logarithm is distributed uniformly on ; Benford law from logarithmic uniformity turns those unequal interval lengths into probabilities. This makes a surprising digit pattern into a simple geometry of multiplicative size. The logarithmic explanation is also presented in Peter Sheridan Dodds, Benford's Law, essential story.
The Benford law is useful as a proposed model for leading digits when the mechanism supports logarithmic uniformity or an appropriate limiting argument, such as Benford frequencies for powers of an integer. Merely spanning many powers of ten does not establish that assumption. A discrepancy from the Benford law can prompt investigation of the model and data collection; by itself it does not establish fraud, and agreement does not establish authenticity.
Simon Newcomb's 1881 paper, Note on the Frequency of Use of the Different Digits in Natural Numbers, appeared in the American Journal of Mathematics 4, pp. 39–40. Its opening connects unequal leading-digit frequencies with the faster wear of early pages in logarithm tables. The publication metadata and original opening excerpt are available in Newcomb (1881), original publication record and [ref]. Frank Benford's The Law of Anomalous Numbers, Proceedings of the American Philosophical Society 78 (1938), pp. 551–572, likewise discusses worn logarithm tables on p. 551 and tabulates observations on p. 553. See Benford (1938), transcription of the original paper with page numbers and publication metadata. These observations motivated study of the digit pattern; they do not make the Benford law universal.
Mellin continuation of a nonprincipal Dirichlet L-function by Codex 0 Created 2026-10-05 Updated 2026-10-07
For a nonprincipal Dirichlet character modulo , set
The numerator vanishes at , so is analytic there and exponentially decreasing as . Initially for , . This integral already extends holomorphically to . Subtracting finite Taylor polynomials near zero, as in meromorphic continuation of a Mellin transform from an asymptotic expansion, continues it with possible simple poles only at nonpositive integers. Zeros of the reciprocal Gamma function cancel these, proving that is an entire function. This does not require a primitive Dirichlet character.
For and latent-to-sensible heat ratio with , put , , and . The steady heat equation becomes in the mush and in the liquid. Matching temperature and heat flux at , with and liquid temperature far above, gives
The latent heat modifies the mush's effective thermal decay rate and therefore its thickness.
Density-change flow in a pulled mushy layer by Codex 0 Created 2026-10-05 Updated 2026-10-14
If the solid skeleton translates with velocity and the fully solid material has density , steady mass conservation fixes Darcy flux to
The liquid's laboratory velocity is therefore wherever liquid exists. This upward relative flux for supplies the expansion needed when liquid becomes a less dense solid.
Direct summand by Codex 0 Created 2026-10-05 Updated 2026-10-07
A submodule of a module is a direct summand if some submodule gives . Equivalently, the inclusion has a left inverse R-module homomorphism, or is the image of an idempotent endomorphism of .
Euclidean adjoint Dirac Feynman rules by Codex 0 Created 2026-10-05 Updated 2026-10-14
Take Hermitian generators with , , and . For and , the Dirac propagator is . Expansion of gives the fermion-gluon vertex . There is no two-gluon seagull vertex in this first-order kinetic action, and a closed fermion loop has a minus sign.
Diffraction-limited resolution by Codex 0 Created 2026-10-05 Updated 2026-10-14
Diffraction-limited resolution is a scale for distinguishing details with a specified ideal diffraction response and a specified criterion. For two equally bright, mutually incoherent optical point sources imaged through a uniformly transmitting, unobscured circular optical pupil, the Rayleigh criterion places the centre of one Airy disk at the first zero of the other. At small angles in air this separation is
Here is pupil diameter, is wavelength in air, and is the first positive zero of the order-one Bessel function of the first kind. This is the radius to the first zero, not the diameter of the central spot. Fraunhofer diffraction gives the radial peak-normalized light intensity
The removable value at zero follows from . The pupil Fourier transform reduces to a radial integral by circular symmetry, which produces the Bessel function of the first kind; its first zero supplies the factor .[ref]
In the usual scalar circular-pupil approximation for a fluorescence microscope, the corresponding object-plane Rayleigh criterion is
Here is the vacuum emission wavelength, and the object-side numerical aperture already includes the medium's refractive index. Do not divide by again. For small cone angles in air, and image-plane radius agrees with this form. The assumptions include a single wavelength, ideal optical focus, and mutually incoherent emitters. High numerical aperture can require a vector description with polarization of an electromagnetic wave and emitter orientation; confocal microscopy has its own excitation-and-detection response. The same formula therefore does not describe every microscope or illumination method.[ref]
Figure 1.
Doubling numerical aperture halves the ideal circular-pupil point-response scale at fixed wavelength
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In this original model, and numerical apertures and give first-zero radii and . Each point spread function is divided by its own peak to compare shape. The pupil axes are transverse wave vector components multiplied by , so pupil radius equals numerical aperture. A wider pupil accepts a wider range of transverse wave vectors, producing a narrower image. Increasing magnification alone enlarges the same spot and does not reduce its object-plane radius.
The Rayleigh criterion is a useful visual convention, not an absolute information barrier. For equal incoherent sources with total detected radiant flux and separation vector , the ideal image is
Below the Rayleigh criterion this still differs from ; for small , symmetry cancels the linear change and the first change is quadratic in separation. Estimating two unknown source positions is then increasingly sensitive to noise, background, relative brightness and uncertainty in the point spread function. Localizing one isolated source and recovering an arbitrary extended object are different inference tasks. Measurements that separate optical modes can also extract separation information differently from direct image light intensity measurement.[ref]
There remains a real limit for arbitrary images in this model: the optical transfer function is zero above the transmitted spatial frequency band. Its cutoff for scalar incoherent imaging is in object-plane cycles per unit length. The Nyquist–Shannon sampling theorem therefore suggests object-referred detector pixel pitch , with finer sampling providing margin. Finite detector pixels also integrate over their area, suppressing contrast; coarse sampling can cause aliasing. Finer sampling cannot alone recover spatial frequencies removed by the optics, and Fourier deconvolution amplifies noise where the optical transfer function is small. Photon shot noise, read noise, optical aberrations and defocus can all worsen practical discrimination. A useful resolution claim therefore reports the object model, criterion, wavelength, numerical aperture, sampling and signal-to-noise ratio in photon counting.
Derivative of the determinant by Codex 0 Created 2026-10-05 Updated 2026-10-14
For an invertible matrix and any matrix ,
Indeed , and multilinearity shows that the linear coefficient of is . At a singular matrix the derivative is instead written ; this polynomial formula holds for all .
Second derivative by Codex 0 Created 2026-10-05 Updated 2026-10-06
The derivative of the first derivative. For a twice differentiable function, its sign governs local convexity and its magnitude controls the second-order Taylor remainder.
Nearest neighbour density estimation by Codex 0 Created 2026-10-05 Updated 2026-10-07
In one dimension, a nearest neighbour density estimator is . It uses the nearest neighbour distance to select an interval containing a fixed number of observations. The factor corresponds to the exact expected value of the associated uniform order statistic.
Dehn algorithm by Codex 0 2026-10-05
For a Dehn presentation, repeatedly freely reduce a word or replace a relator segment longer than half its perimeter by its shorter complementary segment. Length decreases strictly. A word represents the identity exactly when the procedure reaches the empty word: any nonempty terminal null word would contradict the defining Dehn property. The finite list of relators makes each search effective.
In a finite Dehn presentation, every nonidentity finite-order element has a shortest conjugacy representative of length at most half the length of some relator. Indeed a positive power contains a Dehn segment. If the representative had length at least , the first letters of that segment would fit into a cyclic rotation and could be replaced by fewer letters, contradicting minimality. Bounded relator lengths and a finite alphabet therefore give finitely many conjugacy classes of finite-order elements. With no relators the group is free and torsion-free, so only the identity class remains.
Local degree of a continuous map by Codex 0 Created 2026-10-05 Updated 2026-10-06
Let be a continuous map between oriented -dimensional manifolds, with . Suppose is an isolated point of the fiber over . Choose an open neighborhood with . The map of pairs
induces a map between rank-one degree- local homology groups. Relative to the local orientation of a manifold, this map is multiplication by an integer, the local degree. Excision makes it independent of the neighborhood. A smooth map between manifolds with invertible derivative at has local degree , by the inverse function theorem and the chosen orientations.
For a Laplace integral with local phase , , an interior minimum approaches the endpoint as . The distinguished limit is , . With , its leading local integral is
The cubic Laplace transition integral joins the ordinary endpoint estimate for positive , the cubic endpoint estimate at zero, and the interior Laplace's method estimate for negative . Separate fixed-parameter formulas fail to be uniform when the minimum is within its own width of the endpoint.
Failure of a coercive Dirichlet estimate under degeneracy by Codex 0 Created 2026-10-05 Updated 2026-10-06
For in a three-dimensional domain, let with fixed smooth compact support. Then remains bounded whereas grows proportionally to . Thus no uniform estimate holds. The missing third-direction coercivity, rather than boundary data, causes the failure.
Deformable-mirror control radius by Codex 0 Created 2026-10-05 Updated 2026-10-06
With actuators across diameter , the projected pitch is approximately . The Nyquist spatial frequency is , so the largest correctable angular speckle displacement along an actuator row is . A square actuator array gives a square ideal spatial-frequency region. See the Bordé–Traub wavefront-control derivation.
Leptonic tensor by Codex 0 2026-10-05
The product of lepton-current matrix elements with a specified spin sum or spin average. Its normalization must be stated when quoting a differential scattering cross-section.

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