Let denote total gravitational potential energy, the background potential energy of the adiabatically sorted density field, and the available potential energy. Define positive for reversible transfer from kinetic energy to , as viscous kinetic-energy loss, as imposed mechanical work, as molecular transfer from internal energy to potential energy, and as the irreversible conversion of to . With boundary contributions removed, the stratified mixing energy budget is
For an unforced flow set . In an alternative notation, if is the full diffusive increase of background energy and , then and . This distinguishes irreversible density mixing from reversible buoyancy exchange. The internal reservoir obeys , so summing the kinetic, potential and internal budgets gives as required by conservation of energy.
An instantaneous mixing efficiency defined as a fraction of irreversible mechanical-energy loss is
The cumulative mixing efficiency over is
It is weighted by the loss rate, rather than being the arithmetic time average of . The flux coefficient is also sometimes called mixing efficiency; it obeys , and the corresponding cumulative coefficient is . These conventions should be stated rather than interchanged. Only when is negligible does , permitting the frequently used buoyancy-flux form . Input-power efficiency is another quantity and generally differs during changes in stored energy.
Use the model's normalization in which has velocity-squared units: it is kinetic energy per fixed reference mass, or a correspondingly normalized total energy. Let
For , setting reduces the equation to . Suppose first that , so . Put , , and . Separating variables gives and therefore the forced stratified mixing with square-root power input solution
This expression satisfies and the differential equation directly.
For , one may equivalently write ; the energy increases monotonically to . For , , and the energy decreases monotonically to the same value. is stationary. For a very large initial energy, the initial evolution is approximately , until forcing becomes comparable with dissipation. For a very small positive seed, initially grows approximately linearly, before leveling off. Thus both paragraphs labelled (c) in the PDF are answered by the solution and its two branches.
The positive-seed condition is material. If , the original equation also admits , and its square-root right-hand side is not Lipschitz at zero. It admits delayed-start solutions for followed by . Therefore convergence to the positive steady state is not guaranteed from exactly zero turbulence without a startup prescription. For completeness, if a positive seed decays as . If , it reaches zero in finite time, , and the nonnegative continuation is at rest.
With negligible internal-to-potential exchange and negligible change in available potential energy, the budgets give . The model supplies and , so for the instantaneous mixing efficiency is
For a positive initial seed and , both loss rates approach positive constants. Their time integrals grow linearly at those rates, implying
If mixing efficiency instead denotes the flux coefficient, then and . During the transient, ; equating irreversible loss with the instantaneous forcing would omit changing kinetic-energy storage. A permanently resting zero-seed branch has zero numerator and denominator, so it has no defined loss-based efficiency.
Keep the forcing ratio fixed in . Then
For , dissipation is strong at a given and when is not extreme. If the initial energy is of order , it decays toward a small steady value and starts with a small instantaneous mixing efficiency. This is a regime of short velocity-fluctuation scales and efficient viscous loss relative to the modeled buoyancy conversion at that initial energy.
For , dissipation is weak at that same energy and . A moderate initial energy grows and initially has a large instantaneous mixing efficiency; increasing stored energy eventually makes dissipation comparable with the remaining forcing. The energy-relaxation time is of order , which grows as at fixed forcing and density lengths.
Within this closure, both limits have the same long-time loss fraction . The steady energy changes with so as to compensate for its explicit effect on dissipation. Different initial conditions and finite observation windows give different transient efficiencies; one cannot infer a universal long-time efficiency from alone. In a real experiment the length scales need not remain independent of the changing flow, so this conclusion belongs to the stated model.

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