Fixed-end standing wave frequencies 2026-10-18
For the ideal uniform wave equation on a string, the wave speed is , where is constant tension and is linear mass density. Assume small transverse slopes, negligible bending stiffness and no damping. Fix both ends at zero displacement, giving the homogeneous Dirichlet boundary conditions . Our standing wave already satisfies the first. For a nonzero amplitude, the second requires , henceThe value gives zero displacement in this sine family, not a vibrating normal mode. Each positive fits half-wavelengths into the string: it has antinodes, interior nodes of a standing wave, and two endpoint nodes of a standing wave. For and , ; the third normal mode has and wavelength .
Third-mode nodes and antinodes, with the discrete frequency spectrum of a one-metre ideal string at wave speed twenty metres per second
. Details. The equally spaced eigenfrequencies follow from this string's uniform wave speed and fixed-end boundary conditions. They are not a universal spectrum for every vibrating object. Changing an endpoint constraint changes the allowed mode shapes; changing tension changes wave speed. At fixed and , quadrupling doubles every . The more general construction of arbitrary initial motion belongs to normal mode and wave equation on a string.
Three consecutive masses joined by four identical springs of constant between fixed walls have an antisymmetric normal mode with zero central displacement. The two adjacent spring forces cancel on the central mass, while each outer mass experiences restoring force . This proves that the displayed angular frequency is independent of for every positive central mass. The two symmetric modes satisfy and generally do depend on . For , all three mode shapes are , and , with squared frequencies , , .
Node (physics) 2026-10-14
A node of an ideal standing wave is a position whose oscillation amplitude is zero: its displacement stays zero for all time. For a nontrivial normal mode , this means . A momentary zero caused by does not make every position a node. In more dimensions the zeros of a mode shape can form curves or surfaces.
For the th normal mode of a uniform fixed-end wave equation on a string, the nodes of a standing wave areThere are nodes of a standing wave including the two endpoints, and interior ones. For and , they lie at , , , and . Each remains stationary through every snapshot in the normal mode diagram; an antinode instead marks a maximum oscillation amplitude. [ref]
Normal mode Created 2026-09-24 Updated 2026-10-14
A normal mode, also called an eigenmode, is a pattern of free oscillation in a linear system whose relative displacements stay fixed while a single temporal factor changes their size and sign. For an undamped stable vibrational mode,Here is the mode shape, sets the amplitude, is the eigenfrequency expressed as an angular frequency, and is the oscillation phase. Every snapshot is a scalar multiple of the same mode shape; neighbouring regions may move in opposite directions. Normal modes of a double pendulum show that normal modes also describe coupled discrete systems, beyond strings. Their shapes are eigenvectors, rather than spatial eigenfunctions. [ref]
https://www.feynmanlectures.caltech.edu/I_49.html. Feynman, Leighton and Sands, The Feynman Lectures on Physics, Volume I, Chapter 49
For the ideal wave equation on a string, take a uniform string of length with constant tension and linear mass density . Assume small transverse slope, negligible bending stiffness, no damping, and fixed endpoints. Its wave speed is , and the nonzero normal modes areThe angular frequency is in radians per second; the frequency is in hertz. The wavelength is . The mode shape has loops separated by nodes of a standing wave, including both fixed endpoints. [ref]
As a worked example, choose , , and . Then and , , . Their oscillation periods are , , and . These are deliberately simple model parameters, rather than measurements of a musical instrument. The plot divides displacement by so that the three mode shapes can be compared, and uses each mode's own oscillation period for its snapshots.
First three ideal fixed-string normal modes at fractions of their own periods; black dots mark permanent nodes
. Details. For , at every point has zero displacement, but most points have nonzero velocity. Only zeros of the mode shape are permanent nodes of a standing wave. At the original mode shape has reversed sign, and at it returns. The synchronized conversion between kinetic energy and potential energy is shown in normal-mode energy exchange.
The short derivation uses separation of variables: substituting into the wave equation gives and . The fixed-end boundary conditions remove the cosine spatial term and require , hence and . Different geometries and boundary conditions give different eigenfunctions; a sine mode shape is a property of this uniform fixed string, not a universal form of an eigenmode.
The usefulness is that a complicated vibration becomes a collection of harmonic oscillators. For sufficiently regular fixed-end initial data, the Fourier sine series givesThe initial displacement and velocity determine and . This is the superposition principle in a Fourier sine basis, and modal energy distribution measures how strongly each normal mode is excited. The striking simplification is that each component keeps its identity while their sum can continually change shape. [ref]
https://www.feynmanlectures.caltech.edu/I_50.html. Feynman, Leighton and Sands, The Feynman Lectures on Physics, Volume I, Section 50-2
These independent normal modes belong to the linear model. At larger slopes, changing tension introduces nonlinear effects and can couple the modes. A linearly damped string still admits a Fourier sine basis, but its temporal factors decay and need not oscillate; its energy dissipation identity for a linearly damped string replaces conservation of energy. More general damping need not leave undamped mode shapes independent.
Normal modes of a double pendulum Created 2026-09-24 Updated 2026-11-05
For equal lengths and mass ratio , the squared angular frequencies are , where is the upper mass, the lower mass, and . The equal-mass case admits particularly simple mode shapes.
Use the ideal model of the double pendulum, with both angles measured from the downward vertical. Around , the Taylor expansions and give the quadratic LagrangianHere both angles and their angular velocities are counted as small. Consequently the correction to is fourth order and does not enter . The Euler-Lagrange equations give . The mass matrix is not diagonal: an angular motion of the upper rod carries the lower mass too.[ref]
Classical Dynamics by David Tong. Classical Dynamics, chapter 2, §2.6.1, printed pp. 41–42, equations (2.130)–(2.132): equal-mass, equal-length linearized double pendulum
For a normal mode, put with fixed amplitude vector . The resulting generalized eigenvalue problem for small oscillations is . With , its characteristic equation isSolving this quadratic and using the second row, , givesThe lower-frequency normal mode has the rods in phase, with the lower angle times the upper one. The higher-frequency normal mode has opposite signs, corresponding to an oscillation phase difference of . These are ratios of absolute angles. The horizontal displacements are instead and ; their ratios are and respectively. Thus the lower mass moves horizontally opposite to the upper mass in the faster normal mode.
Both squared angular frequencies are positive. Their ratio satisfies , independently of , and . For a constructed model with and , the angular frequencies are approximately and , and the oscillation periods are and . Doubling both masses leaves these unchanged; multiplying both rod lengths by four doubles both oscillation periods.
The eigenvectors are not orthogonal in the ordinary dot product: . They satisfy mass-matrix orthogonality of normal modes, sinceWriting therefore removes the cross terms from both quadratic energies. The two normal coordinates satisfy . This is why the normal modes are useful: one coupled system becomes two independently evolving harmonic oscillators, and any small release can be decomposed into them. At larger angles, the discarded terms in the double pendulum equations of motion matter and this exact linear superposition no longer applies.
A cart of mass moves horizontally on a spring of stiffness , carrying a simple pendulum of bob mass and length . Let be cart displacement and the small angle from downward vertical. The quadratic Lagrangian isThe kinetic cross term comes from the bob's horizontal velocity to first order. The generalized eigenvalue problem has mass matrix and restoring matrix . Their characteristic determinant gives the displayed polynomial in . For , the squared angular frequencies are , with mode shapes . The bob and cart move in phase in the lower normal mode and in opposite phases in the higher normal mode.
Consider three beads of masses on a horizontal hoop, connected in cyclic order by identical springs constrained to follow the arcs. Their common natural length affects only a constant in the potential energy, since the sum of the three arc lengths is fixed. About the equally spaced configuration, angular displacements haveThe generalized eigenvalue problem has the rigid rotation as a zero mode. Exchanging the equal masses separates an antisymmetric normal mode , with squared angular frequency , from a symmetric normal mode , with squared angular frequency . The last mode shape has zero total angular momentum. The hoop radius cancels from both the kinetic energy and the restoring quadratic form. These formulas use arc-constrained springs; straight chord springs have a different potential energy.
Two frictionless beads of positive masses on a circular hoop are joined by two identical springs of spring constant , constrained to follow the two arcs. At their diametrically opposite equilibrium, each spring has natural length equal to half the circumference. For signed arc length displacements in the same rotational sense, the potential energy is . The normal mode of common rotation has mode shape and zero angular frequency, while the other normal mode has mode shape and the positive angular frequency in the title.
Adding the equations of motion shows that satisfies . Subtracting them gives for . Thus the complete zero mode is , including uniform rotation, and the relative motion is a harmonic oscillator. In the limit at fixed , the oscillatory motion of the heavier bead vanishes for fixed lighter-bead amplitude, and . A common drift still survives if its initial velocity is held fixed.
Past exam of the mathematical methods II course of the University of Oxford 2019 11 b Solution 2026-10-25
Put in solution. The normal mode equation is , with . Its characteristic polynomial isThe three eigenvalues are , , and . Solving the corresponding linear equations yieldsEach mode shape may be multiplied by any nonzero scalar. Their squared Euclidean norms are , respectively, so unit-normalized eigenvectors are . They are mutually orthogonal, as expected for the real symmetric stiffness matrix with equal masses.
The entries in the table are angular frequencies; the corresponding ordinary frequencies in cycles per unit time are . All three are positive because the fixed walls remove uniform translation as a free motion.
Past exam of the mathematical methods II course of the University of Oxford 2019 11 c Solution 2026-10-25
To specify “initial motion” unambiguously, choose each mode to pass through equilibrium at with proportional to its listed mode shape. The arrows in the figure then describe relative initial velocities:
- In mode 1, all three masses move in the same direction; the central mass has times either outer velocity.
- In mode 2, the two outer masses move with equal and opposite velocities, while the central mass remains stationary.
- In mode 3, the outer masses move together while the central mass moves oppositely with times their speed.
Reversing every arrow changes only the common phase. A quarter-cycle later these same ratios describe the extremal displacements, with zero instantaneous velocity.
Relative initial velocities of the three fixed-end normal modes, starting as the masses pass through equilibrium.
Arrow lengths follow the mode shapes. The antisymmetric mode has equal and opposite outer velocities and zero central velocity; its angular frequency is unchanged by any positive change in central mass. Details.Now replace the central mass by , leaving the outer masses equal to . The antisymmetric mode shape gives zero net force on the central mass, since . Each outer mass still obeys . ConsequentlyThis middle-mass-independent mode of a fixed three-mass spring chain is exact, not merely a large- approximation. The other two modes move the central mass and generally change. For example, their symmetric-sector frequencies satisfywhich explicitly depends on .
Past exam of the mathematical methods II course of the University of Oxford 2019 11 Solution 2026-10-25
A normal mode is a motion of a linear oscillatory system in which every coordinate has the same angular frequency and a fixed relative amplitude and phase. For a conservative small-displacement system it has the formwhere is the mode shape, the stiffness matrix, and the mass matrix. Superposing normal modes gives the general small-oscillation motion when their eigenvectors form a complete basis.
Two common examples are standing transverse oscillations of a string fixed at both ends, and oscillations of coupled masses and springs. The string's mode shapes are sinusoidal along its length; the coupled system's mode shapes are fixed patterns of particle displacements. The following parts determine those patterns for the three-mass system in the source figure.
Past exam of the mathematical methods II course of the University of Oxford 2021 8 Solution 2026-10-25
A normal mode of a stable undamped linear coupled oscillator has a single angular frequency and a fixed ratio of component displacements. All components share a sinusoidal time factor, with relative oscillation phases of zero or for real mode shapes. A general free motion is a superposition of the normal modes. For this system the symmetric stiffness matrix gives real eigenvalues and orthogonal eigenvectors; positive spring constants make the squared angular frequencies positive.
Write and . Assume ideal massless linear springs, negligible damping and positive . By Hooke's law and Newton's second law,The coupling spring extends by , giving equal and opposite coupling forces.
For a normal mode, take . Nonzero eigenvectors requireSolving this quadratic equation in givesA corresponding mode shape has ratioand the general real solution is . The arbitrary amplitudes and oscillation phases account for four independent initial data.
Weak coupling alone does not guarantee large beats. A useful representative sketch assumes nearly equal uncoupled angular frequencies. In the resonant case with , the mode shapes are and , andFor , , both normal modes have equal coefficients. With and ,These rapid oscillations have slowly varying complementary wave envelopes. The initial displacement shifts almost entirely to the other mass at , and returns after . Arbitrary initial data give a different superposition; if , the normal modes are localized mainly on individual masses, and strong exchange is suppressed.
Representative weakly coupled resonant motion: rapid displacements inside slowly exchanging envelopes
. Details. Holding one mass fixed leaves the coupling spring attached and stretched by the other mass. Therefore the two constrained angular frequencies areThese differ from the angular frequencies obtained by physically removing the coupling spring. Ordinary frequencies in hertz are each corresponding .
Finally, for and , put . ThenSince , taking positive square roots provesAt , the outer inequalities become equalities.
Past exam of the mathematical methods II course of the University of Oxford 2021 resit 11 b Solution 2026-10-25
To find the normal modes of two arc-spring-coupled beads on a hoop, take for a normal mode. The resulting generalized eigenvalue problem isIts determinant isThus the angular frequencies areThe ordinary nonzero frequency is . The zero mode has mode shape and represents a common rotation with no change in spring length. The oscillatory mode shape is .
Past exam of the mathematics course of the University of Cambridge 2003 iii Paper 74 2 Solution Created 2026-10-03 Updated 2026-10-14
Write the perturbation Stokes streamfunction as , with and nonzero . Its radial and axial velocity amplitudes are and . These automatically obey incompressibility. Linearizing the radial and axial Euler equations, with pressure amplitude , givesThusDifferentiating the first expression, the terms involving cancel. Equating the two expressions for proves the axisymmetric inviscid pipe stability equation:At the axis, finite smooth axisymmetric velocity requires , after choosing the irrelevant constant in the streamfunction. At the wall, impermeability gives . There is no tangential no-slip condition in this inviscid problem. A decoupled azimuthal disturbance satisfies and does not introduce a growing discrete mode when .
For real , suppose with , so division by is legitimate. Multiply the ordinary differential equation by , integrate, and apply integration by parts. The endpoint terms vanish by the preceding regularity and wall conditions, leavingTaking its imaginary part yieldsA growing temporal mode therefore requires a sign change of , rather than a sign change of alone. This is the cylindrical counterpart of Rayleigh's inflection-point theorem. If this derivative vanishes identically, the positive first integral rules out a nontrivial growing real-wavenumber mode as well. Isolated zeros without a sign change do not make the second integral vanish for a nonzero regular mode.
For the parabolic Poiseuille flow, is constant. Under the specified exclusion of critical levels, division givesSetting , or equivalently choosing in , turns this intoIt is the Modified Bessel differential equation of order one. Hence . Since tends to a nonzero constant at the axis, it gives a singular radial velocity and must be excluded. The admissible mode shape is thereforeFor , direct solution gives after axis regularity, and the wall condition again forces the trivial solution. For nonzero , the nonzero roots of are imaginary. Writing for the zeros of the ordinary Bessel function , the evanescent potential modes of inviscid Poiseuille flow areTheir perturbation vorticity vanishes: . These modes grow exponentially in one axial direction and decay in the other. They can describe end-forced or spatially localized potential fields, but neither sign gives a bounded normal mode on a whole infinite pipe. Moreover, the reduced radial equation contains no : it supplies no temporal eigenvalue condition. An arbitrary imaginary part assigned to here is consequently not evidence for a physical temporal instability.
The real-wavenumber calculation does exclude growing discrete axisymmetric modes of this inviscid profile. It does not establish every form of stability: singular neutral disturbances with in the range of , transient dynamics, non-axisymmetric disturbances, and finite-amplitude transition require separate treatment. The exclusion specifically removes the inviscid continuous spectrum.
With viscosity, linearize the Navier-Stokes equations instead and eliminate pressure to obtain a fourth-order cylindrical counterpart of the Orr-Sommerfeld equation. Impose both and , with appropriate regularity at the axis. The resulting eigenvalue problem involves the Reynolds number and determines complex frequencies, rather than leaving arbitrary. Viscosity supplies diffusion, no-slip boundary layers and critical-layer regularization, so the inviscid sign argument alone no longer decides its spectrum. That observation does not imply that viscous pipe flow must have a growing linear eigenmode; finite-amplitude pipe transition is a different question.
Past exam of the mathematics course of the year 2 of the natural sciences course of the University of Cambridge 2007 Paper 2 7 Solution Created 2026-10-18 Updated 2026-10-20
For a conservative system near a stable equilibrium, the quadratic Lagrangian has the form , with symmetric mass matrix and stiffness matrix . A normal mode satisfies the generalized eigenvalue problem for small oscillations , so the frequency equation is .
To quadratic order, vertical velocities contribute only fourth-order corrections to the kinetic energy, leaving . A string of length with small horizontal difference shortens its vertical projection by . The upper segment carries all three masses, the middle segment two, and the lower segment one. Hence their increases in gravitational potential energy sum toSubtracting from gives the stated approximate Lagrangian. Here andFor a mode with middle displacement zero, write . The middle row requires , so . A nonzero mode then has , and the outer rows require . Therefore the necessary and sufficient condition isWhen it holds, the mode shape is with . This is the force-cancellation mechanism of the stationary middle mass in a three-mass spring chain, applied to the equivalent quadratic stiffnesses here.
Past exam of the mathematics course of the year 2 of the natural sciences course of the University of Cambridge 2018 Paper 2 7 a Solution Created 2026-10-18 Updated 2026-11-05
Choose generalized coordinates measured from a static equilibrium point, and assume a conservative system with no velocity-dependent forces. Keeping terms of degree two in displacements and velocities gives the small oscillation LagrangianHere is the positive-definite symmetric mass matrix evaluated at equilibrium, and is the symmetric Hessian matrix of the potential energy there. The linear potential term is zero by equilibrium, and an additive constant has been dropped. Coordinate-dependent corrections to the kinetic matrix contribute only at higher order.
The Euler-Lagrange equations are . For a normal mode , they give the generalized eigenvalue problem . A nonzero mode shape exists exactly whenThis is a degree- polynomial in . At a stable equilibrium its roots are nonnegative; zero roots correspond to zero modes.
With the stated parameters, the mass and restoring matrices areThe generalized eigenvalue problem givesTherefore the two normal angular frequencies areThe second row of the modal equation is . It gives the mode shapesEach normal mode has arbitrary small amplitude and phase . The bob's horizontal displacement is to first order. Thus in the lower mode, bob and cart move in phase, with bob amplitude times the cart amplitude. In the higher mode they move oppositely, because ; the bob amplitude is times the cart amplitude. Its vertical displacement is quadratic in the angle and is absent at this order.
Past exam of the mathematics course of the year 2 of the natural sciences course of the University of Cambridge 2019 Paper 2 7 a Solution Created 2026-10-18 Updated 2026-11-05
For an ordinary conservative mechanical system, choose generalized coordinates measured from a static equilibrium point. Assume the kinetic energy is quadratic in velocities and there are no velocity-dependent forces. Expanding about equilibrium, the linear term in the potential energy vanishes. Retaining only terms of total degree two gives the small oscillation LagrangianAn irrelevant constant has been dropped. Coordinate dependence of contributes only terms of third or higher total degree. The matrices are symmetric, is positive definite for independent coordinates, and is positive semidefinite at a stable equilibrium. The Euler-Lagrange equations areA normal mode has a fixed mode shape and one time factor: . Its angular frequency solves the generalized eigenvalue problem , with . Thus is the normal angular frequency, and the frequency in cycles per unit time is . A zero mode satisfies ; its time dependence is , describing an unopposed displacement or uniform drift rather than a restoring oscillation.
Use the mode shapes from part (b), and put . The initial velocity decomposes asThere is no antisymmetric component because the initial state treats the equal masses identically. Initial displacements are zero, so the zero mode contributes a linear drift and the nonzero normal mode contributes a sine:In terms of actual angular positions,The conserved angular momentum is initially and the total moment of inertia is , so the common angular velocity must be , agreeing with the drift. The relative displacements remain of order , even when the common angle becomes large. Hence small preserves the cyclic ordering and small spring extensions at arbitrarily late times. In the ideal arc-spring model the displayed energies are exactly quadratic in the relative angles, so this motion remains exact while that ordering persists.
Different transverse normal modes have different cutoff frequencies and group velocities. A pulse exciting several of them reaches the output in delayed modal components, causing intermodal dispersion, pulse distortion and overlap of successive signals. Their interference also makes the transverse wave intensity pattern depend on propagation distance; irregularities can transfer energy between modes.
Mitigations are to operate between the first and second cutoff frequencies of a membrane waveguide, excite only the desired mode shape with a suitable source, and use smooth uniform boundaries or gradual transitions to reduce mode conversion. Reducing the signal bandwidth keeps its spectrum inside the single-mode interval and reduces group velocity dispersion within the selected mode. Single-mode operation removes intermodal dispersion but does not remove the dispersion derived in part (b).




