This study aims to achieve an efficient time-frequency representation of higher-dimensional signals by introducing the notion a non-separable linear canonical wavelet transform in L2(Rn). The preliminary analysis encompasses derivation fundamental properties novel integral including orthogonality relation, inversion formula, and range theorem. To extend scope study, we formulate several uncerta...