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This study establishes the existence of inertial manifolds for the hyperviscous Navier-Stokes equations (HNSE) on a 2D periodic domain: \begin{equation*} \partial_t u+ ν(-Δ) ^βu+(u\cdot \nabla )u+\nabla p=f, ;; ;; ^2, \end{equation*} with , for any . The exponent is identified as the “critical” value for the inertial manifold problem in 2D HNSE, below which the spectral gap condition is not satisfied. A breakthrough in this work is that it extends the theory to “supercritical” regimes where . An important aspect of our argument involves a refined analysis on the sparse distribution of lattice points in annular regions.

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