2025 AIChE Annual Meeting
(329g) Atomistic-Mesoscopic Modeling of Area-Selective Aluminum Oxide Deposition on Silicon Oxide and Silicon Hydride Surfaces
Authors
Mesoscopic and atomistic modeling offer a way to analyze and predict this selectivity behavior. In particular, mesoscopic simulations using kinetic Monte Carlo (kMC) methods can capture how selectivity evolves over time and across deposition cycles. This approach allows for time-resolved modeling that can reveal when the selectivity begins to diverge from experimentally observed values—especially in scenarios where the ideal high selectivity cannot be maintained across multiple batches. Rather than seeking an optimal operating condition, this work aims to identify the batch number at which selectivity loss begins to occur. To support this, atomistic modeling is used to first break down the ASALD process into its elementary reactions and extract relevant reaction coefficients such as activation energies and sticking coefficients. These coefficients are generated using numerical methods such as electronic structure optimization and the nudged elastic band technique [5]. With these constants, reaction rates in both the Growth Area and Non-Growth Area can be calculated and fed into the mesoscopic kMC model [4]. The combined approach allows us to study how selectivity degrades under realistic processing conditions, enabling better understanding of process limitations and informing future experimental or industrial implementations.
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