A reduced long-wave convection model can combine linear damping, destabilizing second derivatives, stabilizing fourth derivatives and gradient nonlinearities. In the displayed normalization the quadratic coefficient breaks Boussinesq symmetry, while the cubic gradient term dissipates the mean-square temperature. The linear dispersion relation is , with critical wavenumber at . Smoothness and spatial averaging hypotheses must be specified before applying the energy method on an infinite interval.
In a weakly nonlinear expansion of the long-wave convection equation with broken Boussinesq symmetry at , a critical Fourier mode generates . The quadratic interaction of these first and second harmonics feeds back into the critical Fourier mode, while the cubic gradient nonlinearity contributes . The Fredholm solvability condition is consequently . The sign of distinguishes supercritical and subcritical branches; requires a higher-order amplitude equation.
For a real smooth solution of the long-wave convection equation with broken Boussinesq symmetry, assume a periodic spatial average or an existing long-interval average with vanishing endpoint fluxes. Integration by parts gives the exact energy method identity
Thus prevents growth of the mean-square temperature at arbitrary amplitude in this averaging class. This sufficient nonlinear bound need not equal the linear instability threshold, and it does not imply pointwise monotonicity of the temperature.

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