In this paper we introduce several new cohomologies of almost complex manifolds, among which stands a generalization of Bott-Chern and Aeppli cohomologies defined using the operators , . We explain how they are connected to already existing cohomologies of almost complex manifolds and we study the spaces of harmonic forms associated to , , showing their relation with Bott-Chern and Aeppli cohomologies and to other well-studied spaces of harmonic forms. Notably, Bott-Chern cohomology of -forms is finite-dimensional on compact manifolds and provides an almost complex invariant that distinguishes between almost complex structures. On almost Kähler -manifolds, the spaces of harmonic forms we consider are particularly well-behaved and are linked to harmonic forms considered by Tseng and Yau in the study of symplectic cohomology.

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