How statement and proof provenance work
The first chip identifies the source of the statement or construction; the second identifies the source of its local proof or verification.
- Literature-sourced: the exact statement appears in a cited source; only wording and notation differ.
- AI-adapted: a semantically identical restatement of literature-sourced material, modulo indexing, notation, and boundary cases adopted by the library.
- AI-generated: a genuinely novel statement formulated by AI, with no source for the claim itself.
These labels describe origin, not correctness: citations and verification chips remain separate evidence.
The coupled quadratic oscillator model: mass metric, stiffness, generalized force, modal vocabulary and the small-oscillation model at a mechanical equilibrium
The restricted model class used on this page: a constant mass metric matrix M (symmetric positive definite) and a constant symmetric stiffness matrix K in a chart of n coordinate directions, with an optional prescribed generalized force J(t), and the model equation M q'' + K q = J(t); together with the quadratic kinetic and potential energies, the phase system, the modal vocabulary of the decoupling transform, and the small-oscillation model assigned to a mechanical equilibrium q_0 of a chart mechanical system, whose mass metric is M(q_0) and whose stiffness is the potential Hessian D^2 U(q_0). The item declares vocabulary, domains, regularity and dimensions only; it asserts no existence, uniqueness, conservation, stability, resonance or approximation statement, adopts no force law of nature, records no measured value, and states no empirical applicability. In particular the mass metric and the stiffness are model parameters of the declared chart, not measured quantities, and the quadratic model is an idealization whose accuracy near an equilibrium is quantified only by the approximation theorems of this page.
Definition
(a) Data of a coupled quadratic model. A coupled quadratic model (a quadratic oscillator model) is declared by the following data: an integer , the number of degrees of freedom; a mass metric matrix , symmetric and positive definite, that is and for every nonzero (Rectangular matrix multiplication and the identity matrix , including zero-sized shapes, The Euclidean inner product on ); a stiffness matrix , symmetric, ; and an interval with nonempty interior (Intervals of : the nine order-convex forms, nondegeneracy, and length) together with a continuous generalized force (Vector-valued functions , their limits and continuity, with the dictionary to the metric notions). When no force or time interval is prescribed, take and for every ; in particular this is the convention for the small-oscillation model in clause (d). The coordinates of are read in the chart in which the model is declared and carry declared dimensions and units, and time is read in seconds and mass in kilograms (Dimensions and SI unit conventions of the non-relativistic classical mechanics framework). The data carry the dimensions
so that , and the pairing of the generalized force with a coordinate variation all have the energy dimension ; if the coordinate is length-valued, , the entry has the force dimension . This is the dimension bookkeeping of a generalized coordinate description in the sense of Generalized-coordinate maps of the model, the substituted Lagrangian, the kinetic metric and generalized forces, whose kinetic metric and generalized forces are the framework objects the data present; the matrices and are model parameters, not measured quantities.
Fixed-unit numerical convention. Choose a positive coordinate unit of dimension for each direction, a time unit and an energy unit , held fixed throughout a model calculation. Matrix products, square roots, eigenvectors, derivatives and Euclidean norms below act on numerical coefficients in these units, not on arrays of unlike physical quantities. Explicitly, if , , and denote the dimensional data, the symbols in the algebra are Then is exactly the physical equation in these coefficients, , , and the physical energy is . This is an invertible choice of units, imposing no restriction on the dimensions . For a variable metric and potential the same convention means and . Congruence by the positive diagonal coordinate-scale matrix and multiplication by positive constants preserve symmetry, definiteness and critical-point type.
(b) Model equation, motions and phase system. On any interval with nonempty interior, for means that the first derivatives exist and are continuous on that interval, using the domain-relative derivative of The derivative and the Riemann integral of a vector-valued function: an intrinsic derivative and a componentwise integral at included endpoints; on open intervals this agrees with Euclidean maps and diffeomorphisms. The equation of the model with data is
A motion of the model is a curve of class on an interval with nonempty interior (Intervals of : the nine order-convex forms, nondegeneracy, and length) satisfying the equation for every . A datum at is a pair . The phase system of the model is the first-order linear system on with and
where is the inverse of . By the product rule and invertibility of , a curve solves the phase system if and only if is a motion of the model and . The model is free when and forced, with generalized force , otherwise; the read of as a prescribed external generalized force is the modelling status of Adopted force model: force maps, the equation of motion, additive composition of force contributions and frame covariance and Potential presentations of a force model, potential and mechanical energy, closed versus exact force fields, local potentials and equipotential level sets for the external contributions of a force model.
(c) Quadratic energies and the mass metric. The kinetic energy, the potential energy of the stiffness and the mechanical energy of the model are
whose physical readings are times the displayed numerical quantities, all of energy dimension. is defined for every symmetric ; the name records that is the matrix through which the model enters, and when is indefinite is not non-negative, the model is not presented by a potential with a local minimum at the origin, and no stability vocabulary is attached to it by this item. The quadratic form is positive definite and is called the mass metric of the model; the word "metric" records only this positive-definiteness, and no distance on configuration space is defined here.
(d) Small-oscillation model at an equilibrium. Let a mechanical system in a chart be given by a field of symmetric positive definite matrices on an open set and a potential (The mechanical first-order field, Lagrangian and energy of a configuration-dependent kinetic metric in a chart), and let be a mechanical equilibrium, . Its small-oscillation model at is the coupled quadratic model with degrees of freedom , mass metric matrix , stiffness matrix — the Hessian of the potential (The Hessian matrix and critical points of a scalar field, symmetric by The Hessian of a scalar field is symmetric) — and zero generalized force, read in the displacement coordinates . When the chart arises from the generalized-coordinate dictionary of Generalized-coordinate maps of the model, the substituted Lagrangian, the kinetic metric and generalized forces, the matrix is the value at of that dictionary's kinetic metric. This clause assigns model data to the equilibrium; the identification of the assigned model with the derivative of the mechanical field, and every statement about its motions, are separate results and are not asserted here.
(e) Modal vocabulary of the decoupling data. All the following matrix operations use the fixed-unit numerical convention. By clauses 1-3 of Positive definite symmetric matrices have positive definite square roots, and the congruence M^{-1/2} K M^{-1/2} preserves symmetry and positivity, and its inverse exist and are symmetric positive definite. For every symmetric , without a sign restriction, is symmetric, since . The Real spectral theorem: a self-adjoint endomorphism of a finite-dimensional real inner product space has an orthonormal eigenbasis therefore supplies an orthogonal and real diagonal with . This construction includes negative eigenvalues; the restricted non-negative- result Decoupling of the constant-coefficient quadratic system into normal modes, with the zero-mode and energy identities is used only in that restricted case. Define modal coordinates and modal vectors , the columns of the inverse transform . The modal stiffnesses are the real numbers . Direct multiplication gives and . For the modal units here and in items using this convention, extend the dimension group of Dimensions and SI unit conventions of the non-relativistic classical mechanics framework clause (a) from to , with the same componentwise addition and negation for products and inverses. The inclusion preserves every earlier dimension assignment. For write its reference unit as ; a quantity of dimension is a real multiple , and unit multiplication is . Products, quotients, sums of equal dimension and derivatives retain the rules of Dimensions and SI unit conventions of the non-relativistic classical mechanics framework clause (b). For a positive quantity with and , define , using the positive real square root; this construction has dimension and square . Only integer-dimensional positive quantities are square-rooted by this convention.
In physical units put , of dimension and SI unit . A modal coordinate has unit ; the -th component of a mass-normalized modal vector has unit , and the physical coordinate is the sum of the physical modal-vector components times their modal amplitudes. The matrix entries of and its orthonormal eigenvectors are dimensionless numerical coefficients. The physical modal stiffness is ; an oscillatory or hyperbolic coefficient has unit , while the slope coefficient in a zero-mode family has unit . The physical frequency is when .
An index is oscillatory when , with numerical frequency ; it is a zero mode when , and an unstable (exponential) direction when . Distinct indices are degenerate when their stiffnesses agree. For real define the modal eigenspace . Its dimension is the multiplicity of , because bijects it with the -eigenspace of . The model is oscillatory when is non-negative. Indeed , so exactly when every ; positive definiteness likewise corresponds to all . The zero-mode multiplicity is . Frequencies are read in radians per unit time under Dimensions and SI unit conventions of the non-relativistic classical mechanics framework.
(f) Status. This item introduces objects, vocabulary, domains, regularity and dimensions for the restricted model class of this page and assigns its small-oscillation model to a mechanical equilibrium. It contains no existence, uniqueness, conservation, stability, resonance, degeneracy or approximation assertion; those are proved on this page as separate items. It adopts no force law of nature and records no measured value. Every later statement of this page names the data or the mechanical data it uses, and the one-dimensional instance is recorded in the remarks.
Remarks
-
The one-dimensional instance. For the data are , and , and the equation is , which is exactly the forced scalar model of The damped driven oscillator model: second-order equation, phase-plane system and characteristic data with . To identify this with the physical scalar class of The one-dimensional force models: data, motions, phase system, potential presentation, energy and equilibria clause (f), require a length-valued position or displacement coordinate, , read in a fixed inertial frame, take configuration domain , and restrict to an open time interval. Reconstructing dimensional data from clause (a), the scalar is then a mass in kilograms, a stiffness in newtons per metre, and a force in newtons; the numerical SI coefficients correspond to that definition's . In particular this includes and constant, vanishing or sinusoidal force. With this same length-coordinate identification, at a scalar strict minimum the small-oscillation stiffness is ; the free model is the harmonic model of The harmonic (linear restoring) model: a declared linear force law with parameter when , and the free zero-stiffness model when . For an angular coordinate the dimensional and instead have the units of rotational inertia and torque; the mathematical scalar equation still applies, but the physical mass-and-force identification requires a separately declared change to a length coordinate. An isolated strict minimum can have zero Hessian (for example ); the accuracy of that approximation in time and amplitude is not part of the present item.
-
Why "mass metric" and not "mass matrix". The matrix is the value of the chart's kinetic metric at the equilibrium, and the quadratic form it defines is the velocity dependence of the kinetic energy. In the Cartesian-particle case is the constant mass operator of Configuration domain of labeled particles: open admissible sets, regular holonomic constraints and the mass operator and the name reduces to the familiar one. With arbitrary coordinate dimensions the entries of are not masses in kilograms; only the pairing and the products with coordinate variations have the stated invariant dimensions.
-
The dimension of the generalized force. A generalized force is defined by its pairing with coordinate variations, , which must carry the energy dimension; hence its entries carry energy per unit coordinate, as recorded in clause (a). For a length-valued coordinate this is the force dimension , while for a dimensionless angle coordinate it is the torque dimension . The generalized force of Generalized-coordinate maps of the model, the substituted Lagrangian, the kinetic metric and generalized forces is the same framework object, with the energy-per-coordinate dimension recorded in clause (c) of that definition.
-
Prescribed generalized force. In clause (b) the generalized force is declared as a function of time alone, in the same modelling status as the external drive of The sinusoidally driven oscillator model: a prescribed external force added to the damped oscillator: a source that reacts to the motion, or whose own dynamics matters, is not represented by the model. The forcing theorems of this page are statements about such prescribed data.
Depends on
Generalized-coordinate maps of the model, the substituted Lagrangian, the kinetic metric and generalized forces
The action functional of a force model with a potential presentation: the mechanical Lagrangian, its chart instance and its dimensions
Potential presentations of a force model, potential and mechanical energy, closed versus exact force fields, local potentials and equipotential level sets
Adopted force model: force maps, the equation of motion, additive composition of force contributions and frame covariance
The one-dimensional force models: data, motions, phase system, potential presentation, energy and equilibria
The harmonic (linear restoring) model: a declared linear force law with parameter
Configuration domain of labeled particles: open admissible sets, regular holonomic constraints and the mass operator
The mechanical first-order field, Lagrangian and energy of a configuration-dependent kinetic metric in a chart
The damped driven oscillator model: second-order equation, phase-plane system and characteristic data
Dimensions and SI unit conventions of the non-relativistic classical mechanics framework
The Hessian matrix and critical points of a scalar field
The Hessian of a scalar field is symmetric
Decoupling of the constant-coefficient quadratic system into normal modes, with the zero-mode and energy identities
Rectangular matrix multiplication and the identity matrix , including zero-sized shapes
The Euclidean inner product on
Euclidean maps and diffeomorphisms
Vector-valued functions , their limits and continuity, with the dictionary to the metric notions
Intervals of : the nine order-convex forms, nondegeneracy, and length
The derivative and the Riemann integral of a vector-valued function: an intrinsic derivative and a componentwise integral
Positive definite symmetric matrices have positive definite square roots, and the congruence M^{-1/2} K M^{-1/2} preserves symmetry and positivity
Real spectral theorem: a self-adjoint endomorphism of a finite-dimensional real inner product space has an orthonormal eigenbasis
Dependency tree · 2 levels
Sources
- K. K. Likharev, Essential Graduate Physics, Part CM: Classical Mechanics (title page last edited September 1, 2026), Chapter 6, Sections 6.1-6.2, Eqs. (6.1)-(6.21), chapter pages 1-6 (PDF pages 125-130): coupled oscillators, the eigenproblem of a chain of masses, normal modes and the anticrossing of mode frequencies
- D. Tong, Classical Dynamics (Cambridge lecture notes, January 2015 printing), Section 2.6, Eqs. (2.113)-(2.129), printed pages 38-45 (PDF pages 44-51): equilibria, linearization about an equilibrium, the quadratic matrices T_ij and V_ij of a Lagrangian system and the reality of the generalised eigenvalues
- I. Stewart, Advanced Classical Mechanics (MIT 8.09/8.309 Fall 2014 course text), Chapter 3, Sections 3.1-3.2, printed pages 52-59 (PDF pages 55-62): the quadratic natural Lagrangian, the generalized symmetric eigenproblem and the decoupled normal modes