Use the normalized eigenfunctions and their weighted inner product . Orthogonality givesFor complex trials, means the corresponding Hermitian quadratic form with ; it agrees with the displayed functional on real trials. If , division by yieldsSince , this is at least . The Rayleigh-Ritz variational principle therefore gives an upper bound from any admissible trial, improved by minimizing over trial parameters or enlarging the trial space. Equality holds when the trial is entirely in the lowest eigenspace.
The displayed ratio using presupposes . If , use the undivided quotient instead; the same upper-bound argument still applies. No ground-state coefficient can be divided out in that case.
For the two sine modes, orthogonality givesThe diagonal potential integrals vanish, while the mixed one isThus , giving the two-sine variational bound for a Dirichlet Mathieu equation:Its derivative vanishes when . Hence the two stationary parameters are . To identify the minimum, use the normalized sine basis: the restricted self-adjoint operator has real symmetric matrixIts smaller eigenvalue is the minimum of the Rayleigh quotient, attained at the negative stationary parameter. ThereforeThe estimate improves on the single-sine value . The Rayleigh-Ritz variational principle remains valid here even though changes sign: on this finite interval the Sturm-Liouville operator is self-adjoint and bounded below, which is sufficient for the upper bound.
Use the normalized eigenfunctions with the stated weighted inner product. Orthogonality gives . The corrected Sturm-Liouville problem and the vanishing boundary term giveFor a complex trial the numerator means , agreeing with the given formula for real trials. ThereforeIt is a convex combination of the eigenvalues, with equality only for a trial proportional to the lowest eigenfunction. The Rayleigh-Ritz variational principle consequently estimates by choosing a nonzero admissible trial family and minimizing this quotient over its parameters:The result is an upper bound. A more flexible trial space can lower it, while equality requires that the exact lowest eigenfunction belong to the trial space. One need not know the expansion coefficients to calculate the quotient directly from the trial function.
Take and set . The Rayleigh quotient of the trial for the quantum harmonic oscillator isIts denominator is . The kinetic numerator is times that denominator. For the remaining integral, put and useobtained from and integration by parts. Thus the compact cosine trial bound for the quantum harmonic oscillator isDifferentiation gives , so the minimizing parameter satisfiesThe quotient tends to infinity at either end of , and the two positive terms are equal at this stationary point, proving it is the global minimum. ThereforeFor comparison, the exact ground state has value . The trial is admissible for the energy quadratic form: it is continuous, has compact support, and its weak derivative is square-integrable. Its first derivative jumps at the support endpoints, so it need not belong to the smaller twice-differentiable operator domain; this does not invalidate the Rayleigh-Ritz variational principle bound.
Take nonzero real trial functions with square-integrable and sufficient decay for integration by parts. For a compactly supported variation , the first variations areThe quotient rule for the functional then yieldsBy the fundamental lemma of the calculus of variations, stationarity for all such is equivalent toConversely, multiplying a decaying eigenfunction equation by and using integration by parts gives , so its Rayleigh quotient equals and its first variation vanishes. Thus the stationary values of the functional are the energy eigenvalues. The word "extrema" in the question includes stationary points here: higher eigenfunctions can be saddle points of the unrestricted Rayleigh quotient.
The Rayleigh-Ritz variational principle givesChoose an admissible trial family, calculate its Rayleigh quotient, and minimize over its parameters to obtain the best upper bound within that family. Equality holds for the exact ground state; a restricted family generally gives only an upper bound.
For the trial function, . The required Gaussian integrals areThe second formula follows by differentiating the first with respect to . Thereforeand division by gives the Gaussian variational bound for an attractive Gaussian well:This is a good trial family because it consists of smooth, positive, square-integrable functions decaying at both infinities. Each is an even function, matching the symmetry of the lowest bound state in this even potential, and the parameter varies its width. It also permits exact Gaussian integrals. Its Gaussian tail need not equal the exact exponential tail of a negative-energy bound state for the Rayleigh-Ritz variational principle to give a valid bound.
Differentiating the Gaussian variational bound for an attractive Gaussian well givesThus an interior stationary point obeysThe left side of the first equation increases strictly from zero to infinity, so there is exactly one such point. More explicitly,so is a strictly convex function on and is its global minimum. At that minimum the stationarity equation givesThere is a continuous limiting zero at , although at exactly is not a square-integrable function and hence is not an admissible trial. For a positive zero, division by and squaring gives , sois the unique positive zero. The other quadratic root is negative and inadmissible. Near zero,so the graph leaves the origin with slope , falls to its unique negative minimum, rises through , and grows as at infinity.
The Gaussian variational bound for an attractive Gaussian well at , showing its negative minimum and positive zero
. Details. By the Rayleigh-Ritz variational principle,Thus the attractive well supports a negative-energy bound state for every .
It is enough to choose an admissible parameter, without solving the minimizing equation. Take in the Gaussian variational bound for an attractive Gaussian well. The Rayleigh-Ritz variational principle giveswhere an explicit remainder isThe denominator tends to as , proving in Big O notation. More precisely the binomial series givesand thereforeThis is an upper bound on the exact ground state energy, rather than an assertion that the leading coefficient of its exact weak-potential expansion is .
Positive-square radial pulsation energy 2026-10-14
Integrate the pressure-gradient term in the weighted stellar pulsation Rayleigh quotient by parts, with regular centre and zero surface pressure. Writing uses and gives the displayed expression. Thus radial instability requires somewhere in the positive-pressure interior. A constant trial function gives , so strict radial stability requires this weighted integral to be positive, in particular somewhere. When throughout, constant is an exact zero-frequency homologous mode: the star is marginal, rather than strictly stable. Local threshold crossings alone do not determine stability for a mixed profile; the full Rayleigh-Ritz variational principle does.
For a fixed circular elastic membrane, the Rayleigh-Ritz variational principle applied to , , gives . The numerator of its Rayleigh quotient is , and the denominator is . Minimization gives , , and the displayed upper bound for the ordinary frequency . Every has finite radial Dirichlet energy, which is the required variational admissibility condition.
Radial diffusion Rayleigh quotient 2026-10-18
For axisymmetric heat conduction in a unit disk, separated modes satisfy , with weight , outer Dirichlet boundary condition , and zero radial flux at the origin. Integration by parts gives the displayed Rayleigh quotient. Its Euler-Lagrange equation under fixed recovers the mode equation; the natural endpoint term is . The Rayleigh-Ritz variational principle says that every admissible nonzero trial profile gives an upper bound on the bottom of the spectrum, and on the lowest eigenvalue when this bottom is attained by a fundamental diffusion mode. Finite weighted energy, rather than pointwise existence of a second derivative at the origin, is the relevant trial admissibility requirement.
Sine trial bound for a linear potential on an interval Created 2026-10-18 Updated 2026-10-20
On with zero Dirichlet boundary conditions, the normalized trial has kinetic Rayleigh quotient and mean position by reflection symmetry. The Rayleigh-Ritz variational principle therefore gives the displayed upper bound for a real linear potential. For the lower bound follows from the Poincaré inequality. For the trial is not an exact eigenfunction, so the upper bound is strict.
Variational method Created 2026-09-24 Updated 2026-10-13
The variational method estimates the lowest energy of a Quantum Hamiltonian by choosing a trial wavefunction, evaluating its energy, and optimizing the trial parameters. It uses the quantum variational principle, the Rayleigh-Ritz variational principle expressed for quantum states. Let be a self-adjoint operator bounded below, and define , the bottom of its spectrum. Every normalized admissible trial quantum state satisfiesWhen is an energy eigenvalue, it is the ground-state energy; equality holds precisely for a quantum state in the ground-state subspace. Otherwise the bottom of the spectrum need not be attained by any normalizable wavefunction.
Admissible means finite form energy. Choose a real and use the shifted quadratic form of a positive quantum Hamiltonian:The form domain is independent of this choice of and can be larger than the operator domain . For , is the usual expectation value; for nonzero unnormalized trials, divide by to get the form version of the Rayleigh quotient. See the quantum variational principle for the general domain justification.
Thus each trial energy is an upper bound on , and minimizing within a trial family improves that upper bound. It is not a lower bound on . The Gaussian variational energy for the harmonic oscillator reaches because its family contains an exact ground state. The exact variational solution in a two-level system makes the equality condition visible as vanishing excited-state probability amplitude.
The method is useful when solving the Schrödinger equation exactly is difficult but integrals of a trial wavefunction are tractable. Enlarging a trial family cannot increase its optimal energy, although an optimum need not be attained. The beauty is that even an imperfect trial gives a rigorous bound, provided its form energy is computed exactly: numerical integration errors require separate control. The Gaussian variational estimate for a solvable sextic potential provides an existing example beyond a quantum harmonic oscillator.
A short proof explains the direction. With a complete orthonormal eigenbasis of energy eigenstates, write , where and . ThenThis is a weighted mean of nonnegative energy differences; equality requires every occupied energy eigenstate to have energy . [ref]
https://ocw.mit.edu/courses/8-05-quantum-physics-ii-fall-2013/61bc31b8d8bf0680c322733910a71aa0_MIT8_05F13_Chap_01.pdf. Barton Zwiebach, Wave Mechanics, MIT 8.05, 2013, §5, pp. 18–20
. For continuous spectrum, the spectral theorem replaces the sum by an integral against the scalar spectral measure of , with the same nonnegative integrand. This proves the bound without assuming an orthonormal eigenbasis exists.The historical setting predates quantum mechanics: Rayleigh's The Theory of Sound, volume I, appeared in 1877, and Ritz's paper on solving variational problems of mathematical physics appeared in volume 135 of Crelle's journal, catalogued by its publisher as 1909, pp. 1–61. These are original works associated with the Rayleigh-Ritz method; the dates here identify the publications rather than assert priority. [ref]
https://archive.org/details/theorysound06raylgoog. Lord Rayleigh, The Theory of Sound, volume I, 1877
; [ref]https://doi.org/10.1515/crll.1909.135.1. Walter Ritz, Über eine neue Methode zur Lösung gewisser Variationsprobleme der mathematischen Physik, original article and publisher metadata
.