Not long ago, Cirici and Wilson defined a Dolbeault cohomology on almost complex manifolds to answer Hirzebruch’s problem. In this paper, we define a refined Dolbeault cohomology on almost complex manifolds. We show that the condition implies a symplectic structure on a compact almost complex manifold, where and are the dimensions of the refined Dolbeault cohomology groups with bi-degrees and respectively. Combining the partial answer to Donaldson’s tameness conjecture, we offer a sufficient condition for a compact almost complex manifold to become an almost Kähler one. Moreover, we prove that the condition is equivalent to the generalized -lemma. This can be regarded as an analogue of the Kodaira’s conjecture on almost complex manifolds. As an application, we show that the Kodaira-Thurston manifold satisfies the -lemma. Meanwhile, we show that the Frölicher-type equality does not hold on a general almost complex manifold, which is different to the case of compact complex surfaces.

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