Neural Operator Surrogates for Fast Multipole Vortex Simulations

Jul 7, 11110 · 1 min read

Problem

This project builds neural-operator-based surrogates for fast multipole vortex simulations. The emphasis is on conservation-preserving learning and super-resolution reconstruction of velocity fields.

Neural Operator Surrogates for Fast Multipole Vortex Simulations detail image

Approach

  • Neural operators for N-body vortex interactions
  • Conservation-aware training objectives
  • Super-resolution velocity reconstruction
Ongoing Neural-Operators Reduced-Order-Modeling