Skip to main content
Sandbox Physics

M089 · Discrete mechanics

FPUT Recurrence Laboratory

In a chain of masses and springs, can energy spread among the vibration modes and later return? Yes, in the FPUT chain, a row of masses joined by nonlinear springs. Energy put into one mode spreads to others and then mostly comes back; in a linear chain it would never leave the first mode. Seeing the energy return within a finite run, or seeing it spread widely across modes, does not prove that it will eventually be shared out evenly.

Start a nonlinear spring chain, fixed at both ends, in a single sine mode. Compare linear, quadratic-force and cubic-force chains and follow the energy in every harmonic mode, the nonlinear part of the energy, the modal entropy and the first sampled return after energy leaves the starting mode. The 3D chain moves lengthwise, and you can check the bond forces on each bead; the full mechanical energy and the wall impulse are shown apart from the modal shares. Drag the release profile in the data row to change its amplitude.

Interactive modelFPUT Recurrence Laboratory
Inspected site number00
Inspected longitudinal displacement00
Inspected longitudinal velocity00
Force from left bond00
Force from right bond00
Net longitudinal force00
Inspected longitudinal acceleration00
Drawing displacement / equilibrium spacing scale00
Acquired normalized time00
Total mechanical energy00
Kinetic energy00
Bond potential energy00
Signed energy defect00
Chain momentum00
Independent net wall impulse00
Momentum minus initial and wall impulse00
Half-step displacement difference · first ten time units00
Actual normalized integration step00
Maximum integration energy defect · full record00
Record / model domain00
Initial-mode share of harmonic energy00
Normalized modal entropy00
Sum of harmonic mode energies00
Signed nonlinear bond-energy contribution00
Lowest acquired initial-mode share00
First sampled return · fundamental periods00
Departure and return status00
Linear fundamental period00

Physics tutorial

Energy leaves, spreads and returns

BackgroundA nonlinear chain was expected to share its energy quickly among all its modes. The Fermi–Pasta–Ulam–Tsingou experiment found instead that much of the harmonic energy can come back to the mode it started in.

Why it mattersThe 1955 Los Alamos report studied isolated chains whose bond forces are polynomials. This Lab runs a finite test with fixed rules and also tracks the nonlinear part of the energy.

Start with the essentials

Focus question
Is the return still there once you require energy to leave first, compare with a linear chain and use a smaller integration step?
One-sentence intuition
Track the full Hamiltonian separately from the energy in the harmonic modes. Count a later threshold crossing as a return only after the energy has first left the starting mode.

Core mathematical model

Polynomial bond potential

V(r)=12r2+α3r3+β4r4,ri=ui−ui−1V(r)=\tfrac12r^2+\tfrac\alpha3r^3+\tfrac\beta4r^4,\qquad r_i=u_i-u_{i-1}

The quadratic and cubic force terms come from the same Hamiltonian.

Fixed-end chain dynamics

u¨i=V′(ui+1−ui)−V′(ui−ui−1),u0=uN+1=0\ddot u_i=V^{\prime}(u_{i+1}-u_i)-V^{\prime}(u_i-u_{i-1}),\qquad u_0=u_{N+1}=0

Nothing drives or damps the chain, and the beads do not collide.

Linear harmonic projection

Qj=2N+1∑i=1Nuisin⁡ijπN+1,Ej=12(Q˙j2+ωj2Qj2)Q_j=\sqrt{\frac2{N+1}}\sum_{i=1}^N u_i\sin\frac{ij\pi}{N+1},\qquad E_j=\tfrac12(\dot Q_j^2+\omega_j^2Q_j^2)

Even when the bonds are nonlinear, the harmonic modes are still a useful way to see where the energy is.

Full energy and the nonlinear remainder

H=∑jEj+∑i(α3ri3+β4ri4)H=\sum_jE_j+\sum_i\left(\tfrac\alpha3r_i^3+\tfrac\beta4r_i^4\right)

Only the full Hamiltonian, remainder included, is the conserved mechanical energy.

Normalized harmonic modal entropy

pj=Ej/∑kEk,S=−∑jpjlog⁡pjlog⁡Np_j=E_j/\sum_kE_k,\qquad S=-\frac{\sum_jp_j\log p_j}{\log N}

Energy concentrated in a few harmonic modes gives low entropy. The nonlinear remainder is left out of this measure.

Common difficulties

Staying put is not coming back

Typical misconceptionA linear mode returning to the same displacement is the same as nonlinear recurrence.

Better mental modelIn the linear chain the mode never loses its energy. Here a return counts only after the starting mode’s share has first dropped below four fifths.

Harmonic energy is not the Hamiltonian

Typical misconceptionThe sum of projected mode energies must be exactly constant.

Better mental modelThe nonlinear bond energy can be positive or negative, and it trades energy with the harmonic part.

Entropy does not prove thermalization

Typical misconceptionOnce energy spreads over many modes, it stays equally shared forever.

Better mental modelEnergy can still come back within the finite record. Entropy alone cannot show that the chain reaches equilibrium in the long run.

Run the experiment

  1. 01

    See the forces on one bead in 3D

    Pause, choose an inspected site and use the fine motion step. Compare the teal and gold bond forces with the violet sum and the acceleration readout.

    What to observe: The beads move only along the chain. The displacement profile below is a graph; bead size and drawing magnification are schematic.
  2. 02

    Check the energy and the wall impulse

    Open Energy & wall impulse and scrub the acquired record, then return to Motion & modes.

    What to observe: The full energy terms and the signed numerical energy error follow the same cursor. The fixed walls exchange momentum with the chain but do no work.
  3. 03

    Run the linear chain first

    Acquire the linear preset and inspect the modal history.

    What to observe: One mode keeps its energy, and the energy never leaves it.
  4. 04

    Record a nonlinear return

    Use the default quadratic-force preset and acquire the full record.

    What to observe: Energy spreads to other modes and the starting mode’s share falls. Later, the sampled share climbs back past the return threshold.
  5. 05

    Change the mixing strength

    Compare cubic-force and stronger releases, then inspect the entropy.

    What to observe: Different runs need not return within the same observation window.
  6. 06

    Check the numerics

    Reduce the step and compare the full energy defect and early refinement readout.

    What to observe: Convergence over the early part of the run and the energy error over the whole record are two different kinds of evidence.
FeedbackSomething broken, confusing, or missing on this page?Tell us
What kind of feedback?

Sent with this page’s address, its Lab ID, the site language and your device type. Please leave out personal details. Feedback is kept for up to 12 months.Privacy policy