Diffusion Created 2026-10-06 Updated 2026-10-31
Diffusion is net transport associated with random microscopic motion. A localized patch of a dilute solute can spread through a stationary solvent: individual molecules move in both directions, but more cross from the crowded side of an imaginary surface than from the less crowded side. This imbalance gives a net diffusive flux down the concentration gradient; the molecules do not need to sense which direction has lower concentration. At uniform concentration, microscopic exchanges continue even though the net diffusive flux vanishes. [ref]
The distinction from advection is easiest to see in a dye patch. Uniform bulk motion carries its centre downstream; diffusion broadens it relative to that centre. Both can happen together. A moving or spreading patch by itself does not identify the mechanism: a nonuniform velocity field can also stretch a patch. [ref]
For a dilute nonreacting solute in a uniform medium at fixed temperature, Fick's first law models the relative diffusive flux as , with scalar diffusion coefficient of units . Here is the amount of substance per unit volume, so has units . With carrier velocity field , the total flux is . The continuity equation, with no sources or chemical reactions, givesFor constant and incompressible flow, this reduces to , where is the Laplacian. In a stationary carrier it is the diffusion equation. These assumptions matter: variable must remain inside the divergence, and changing sources require extra terms. [ref]
https://ocw.mit.edu/courses/1-061-transport-processes-in-the-environment-fall-2008/5536a0bf7f3bd0b21fde2169b93a4b5a_lec_02.pdf. Nepf, MIT: conservation with advective and diffusive fluxes
The useful surprise is the common mathematics: thermal conduction smooths temperature through the analogous heat equation, while molecular diffusion smooths composition. This analogy already motivated the original formulation of Fick's laws. [ref]
https://doi.org/10.1080/14786445508641925. Fick (1855), On liquid diffusion: the analogy with heat conduction
However, the thermal diffusivity and the solutal diffusivity need not be equal. A diffusive time scale means that crossing ten times the distance requires roughly one hundred times the time. This is why molecular diffusion is especially effective across thin layers, and why chaotic advection can assist mixing by making those layers thinner. Physical diffusion is a transport mechanism, distinct from the broader probabilistic class of Markov diffusion. Past exam of the mathematics course of the University of Cambridge 2001 iii Paper 46 3 ii Solution Created 2026-10-03 Updated 2026-10-14
Use a Poincaré map sampled once per forcing period. A hyperbolic periodic trajectory has stable manifolds containing parcels that approach it under forward iteration and unstable manifolds containing parcels that approach it under backward iteration. In the integrable limit the relevant branches coincide along a heteroclinic orbit and form a barrier between neighboring cells.
A transverse crossing in the perturbed map means that this barrier has split: a parcel on the intersection belongs to both asymptotic manifolds, and adjoining branches enclose fluid lobes transported across the former boundary. Iteration stretches and folds those lobes. In the connected heteroclinic network this creates complicated intercell transport and chaotic advection. The crossing is between invariant curves at the same forcing phase; it does not mean that different trajectories cross at one time in violation of uniqueness.
The incompressible flow gives an area-preserving map, so lobe exchange preserves parcel area. Without diffusion, an advected passive scalar also keeps its value on each trajectory. Therefore manifold intersections can generate fine filaments and efficient advective exchange but do not by themselves produce molecular homogenization, nor prove that every region of the flow becomes chaotic.
Past exam of the mathematics course of the University of Cambridge 2001 iii Paper 46 3 iv Solution Created 2026-10-03 Updated 2026-10-14
On , the unperturbed trajectory satisfies . Put . Integration with givesIt runs from to , so it is the appropriate heteroclinic orbit. From the perturbed stream function,On the chosen connection, ; hence the scalar product in the heteroclinic Melnikov function for a periodic planar flow is . ThereforeSet . The odd term integrates to zero, leaving the supplied even Fourier integral multiplied by . ThusFor every fixed the amplitude is nonzero and the phase zeros are simple: there is . At fixed phase, varying also gives simple zeros because is nonzero for . The Melnikov splitting of a periodically perturbed cellular flow therefore produces transverse manifold intersections at sufficiently small perturbation and fluid-lobe exchange between adjacent cells. The unperturbed separatrix is no longer a material transport barrier.
At high frequency the leading splitting amplitude is asymptotic to , so fast forcing has an exponentially weak first-order effect on this connection. This is a fixed-frequency, small- result; an exponentially small leading term need not dominate higher orders in a simultaneous high-frequency limit. At exactly the perturbation itself vanishes and , so the nonzero-frequency conclusion does not apply. Manifold splitting demonstrates intercell chaotic advection locally, not a proof of uniform mixing or ordinary diffusion throughout the entire domain.
