This thesis will focus on single charge phenomena characterization and its applications to advanced CMOS and non-volatile flash memory. The reliability issues, such as negative bias temperature instability (NBTI) and random telegraph noise (RTN) in advanced gate dielectric (high-k), are studied statistically. Monte Carlo simulations are also performed to corroborate our model and experiment data.