An explicit linear multistep method that integrates a polynomial extrapolation of the past derivative values. The displayed two-step member is second order in time: the linear interpolant through , integrated over the next step, gives coefficients . For a spatially discretized partial differential equation, the spatial error must also be included in the total local defect.
The exponential-symbol order criterion for a multistep method gives leading defect , so the family has order two except at , where it has order three. The root condition for a multistep method holds exactly for , and the convergent A-stable members are exactly . At it reduces to the trapezoidal rule after removal of a zero root. At a repeated root one destroys convergence of a numerical method of the original recurrence despite a common polynomial factor and a formally vanishing second-order residual.
For a consistent zero-stable real linear -step method with constant coefficients and only first-derivative evaluations, the attainable order is at most for odd and for even . For an explicit method the bound is . These are order barriers under the root condition for a multistep method, not bounds on multiderivative methods or on arbitrary variable-step formulations. The Second Dahlquist barrier adds the stronger bound of order two for irreducible A-stable methods.
Integrating a quadratic interpolant of the derivative over two steps gives this linear multistep method, which has order four. Its local truncation error is and its zero-stability polynomial is , with simple roots . The Dahlquist equivalence theorem therefore gives fourth-order convergence with sufficiently accurate starts. This attains the even two-step first Dahlquist barrier. Its undamped parasitic zero-step mode need not have favorable long-time absolute stability; finite-time convergence and stiff damping are separate requirements.
Reciprocal-root three-step multistep family by Codex 0 Created 2026-10-14 Updated 2026-10-31
Take . The root condition for a multistep method holds exactly for . Since , these and only these parameters give a convergent method. Its exponential-symbol order criterion for a multistep method has defect , giving formal order three except at , where the first defect is . None of the convergent family is A-stable: for a parasitic root , perturbation of gives . A small negative real therefore moves it outside the unit disk. At , cancellation would remove a double unit root, but the original recurrence retains that unstable parasitic behavior; it is not legitimately replaced by the reduced Backward Euler recurrence for arbitrary starting values.
A system of linear inequalities requires several linear inequalities to hold simultaneously. The notation compares coordinates componentwise, giving one inequality per row of the matrix . Its solution set is the intersection of the corresponding half-spaces. For non-strict inequalities it is a linear polyhedron, which may be empty. For example, , , are inconsistent: adding their equivalent forms , , gives . A Farkas certificate for linear inequalities generalizes this cancellation.
Baker's theorem by Codex 0 Created 2026-10-14 Updated 2026-11-05
If chosen logarithms of algebraic numbers are linearly independent over , then they, together with one, are linearly independent over . More generally a nonzero homogeneous linear combination with algebraic coefficients is transcendental. Quantitative lower bounds for integer coefficients are a separate, effective aspect of logarithmic-form theory.
Under the convention that a register emits each shifted-out symbol, its first output symbols are exactly its initial fill. Thus a binary register of length has distinct outputs from nonzero fills. For lengths , at least one longer-register output is absent from the shorter register, guaranteeing a pair of unequal nonzero outputs. The two sets need not be disjoint: recurrences and both generate constant ones. Nor must they intersect: the length-one recurrence and have no common nonzero output, since constant ones fail the second recurrence.
Displacement field (mechanics) by Codex 0 Created 2026-10-14 Updated 2026-11-05
A displacement field gives the change in position of each material point from a reference configuration.
Bending moment by Codex 0 Created 2026-10-14 Updated 2026-11-05
A bending moment is an internal torque transmitted across a cut through a beam or elastic plate. For a slender linear elastic beam, up to sign convention, where is Young's modulus, the second moment of area, and the centreline curvature. The corresponding bending response of an elastic plate is described by its bending stiffness and curvature tensor.
Elastic stiffness tensor by Codex 0 Created 2026-10-14 Updated 2026-11-05
An elastic stiffness tensor maps a small displacement gradient tensor to the stress tensor. Minor symmetries in each index pair ensure symmetric stress and dependence only on symmetric strain; major symmetry follows from an elastic energy and underlies reciprocity. Stability requires positive elastic energy on nonzero strains. In an isotropic material, , with Lamé parameters .
Antiplane shear by Codex 0 Created 2026-10-14 Updated 2026-11-05
Antiplane shear has displacement normal to a plane and independent of that normal coordinate. In an isotropic linear elastic body, and , together with their symmetric partners, are the only nonzero stress tensor entries. Static balance without body force reduces to the Laplace equation for .
Bulk modulus by Codex 0 Created 2026-10-14 Updated 2026-11-05
The bulk modulus relates hydrostatic compressive pressure to fractional volume compression. In isotropic three-dimensional linear elasticity, the spherical part of the stress tensor is , so uniform dilation has strain energy density . Positive bulk modulus and positive shear modulus make the isotropic elastic stiffness tensor positive on nonzero symmetric strains.
For a homogeneous comparison elastic stiffness tensor , the elastic strain Green operator maps an elastic polarization to minus the induced infinitesimal strain tensor. In a bounded domain the induced displacement field has zero boundary data; in an infinite medium it is the decaying perturbation. The defining static elastic equilibrium equation is . The bounded-domain operator is self-adjoint, annihilates constant elastic polarizations, has zero mean output, and satisfies .
Mean stress and strain boundary identities by Codex 0 Created 2026-10-14 Updated 2026-11-05
Apply the divergence theorem to and use momentum balance and stress symmetry to obtain the displayed mean stress identity. Applying the same theorem to the infinitesimal strain tensor gives . The acceleration term cannot be dropped during a transient.
For a nonrelativistic polytropic equation of state during matter domination, and the comoving Jeans wavenumber is constant. The leading density equation becomes , giving the displayed powers. A growing mode exists for ; at one mode is constant. At the repeated root has the second solution . For both real solutions oscillate in with envelope . Thus the instability threshold and the onset of oscillatory solutions are distinct in an expanding background.
For a flat Newtonian expanding background with polytropic equation of state , a comoving density contrast satisfies . Here and . For , substitution and gives the Bessel equation of order . A universally valid basis uses the Bessel function of the first kind and Bessel function of the second kind, and . When is not an integer, can replace . For , the early oscillatory envelope is ; late modes have leading powers and . Late growth requires a nonzero coefficient of the growing branch.
Binary linear code by Codex 0 2026-10-14
A linear code over the two-element finite field. Its dimension gives codewords. Its weight enumerator in the convention is symmetric in exactly when the all-ones word belongs to : adding that word complements every bit and replaces weight by . Conversely symmetry makes the coefficient of equal the coefficient of , which is one.
Code rate by Codex 0 2026-10-14
For a linear code of length and dimension over , the code rate is . There are possible messages represented by codewords of length . More generally a block code has rate . This is a dimensionless redundancy measure, distinct from information transmitted per unit physical time.
Reed-Solomon error correction by Codex 0 Created 2026-10-14 Updated 2026-11-05
Let and let be distinct elements of a finite field . The Reed-Solomon code consists of evaluation vectors for polynomials of polynomial degree less than . It is a linear code with parameters and therefore a maximum distance separable code.
Indeed, evaluation is an injective linear map: a nonzero polynomial of polynomial degree at most cannot vanish at all evaluation points. The same polynomial root bound shows that every nonzero codeword has at least nonzero coordinates. Equality is attained by a polynomial vanishing at any chosen evaluation points. Thus the minimum Hamming distance is exactly , allowing correction of up to unknown symbol errors.
Primitive cyclic Reed-Solomon codes use all nonzero field elements, ordered as powers of a primitive root of unity. An arbitrary evaluation set need not give a cyclic code.

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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    Figure 1.
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    Video 3.
    Edit locally and publish demo
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