This study systematically investigates the electronic structure and bonding properties of two-dimensional bilayer transition metal chalcogenides MX2 (M = Mo, W; X = S, Se, Te) using density functional theory calculations. By analyzing band gaps, deformation bond energies, and non-Hermitian bonding characteristics across various MX2 compounds, we comprehensively examine their electronic properties and chemical bonding behavior. The results reveal that charge transfer plays a crucial role in electron mass fluctuations, with topological geometric analysis further confirming the impact of mass variations on atomic bonding and electronic states. These findings provide a theoretical foundation for advancing the application of these materials.

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