We have performed first-principles evolutionary searches for all stable titanium nitrides and have found, in addition to the well-known rocksalt-type TiN, new ground states TiN, TiN, TiN at atmospheric pressure, and TiN and TiN at higher pressures. The latest nitrogen-rich structure presents encapsulated N dumbbells with a N-N distance of 1.348 {\AA} at 60 GPa and TiN is predicted to be mechanically stable (quenchable). Our calculations of the mechanical properties (bulk modulus, shear modulus, Young’s modulus, Poisson’s ratio, and hardness) are in excellent agreement with the available experimental data and show that the hardness of titanium nitrides increases with increasing nitrogen content. The hardness of titanium nitrides is enhanced by strengthening directional covalent bonds and disappearance of Ti-Ti metallic bonds. Among the predicted compounds, TiN has the highest hardness of 27.2 GPa.

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