Towards accelerating particle‐resolved direct numerical simulation with neural operators

• Published in: Statistical analysis and data mining Vol. 17; no. 3
• Main Authors: Atif, Mohammad, López‐Marrero, Vanessa, Zhang, Tao, Sharfuddin, Abdullah Al Muti, Yu, Kwangmin, Yang, Jiaqi, Yang, Fan, Ladeinde, Foluso, Liu, Yangang, Lin, Meifeng, Li, Lingda
• Format: Journal Article
• Language: English
• Published: Hoboken Wiley Subscription Services, Inc., A Wiley Company 01.06.2024
• Subjects: fluid dynamics; machine learning; neural operators; particle resolved direct numerical simulation

We present our ongoing work aimed at accelerating a particle‐resolved direct numerical simulation model designed to study aerosol–cloud–turbulence interactions. The dynamical model consists of two main components—a set of fluid dynamics equations for air velocity, temperature, and humidity, coupled...