This document investigates thermally induced dissociative adsorption of molecular deuterium on polycrystalline diamond films, highlighting the formation of C-D bonds and their thermal stability through high-resolution electron energy loss spectroscopy (HR-EELS). It compares the bonding configurations and stability of hydrogenated and deuterated diamond surfaces, revealing differences in C-D and C-H modes as a function of annealing temperatures. The findings emphasize the significance of deuterium adsorption phenomena in understanding the physicochemical properties of diamond surfaces.