Accelerating Multiphase Simulations With Denoising Diffusion Model Driven Initializations

Abstract This study introduces a hybrid fluid simulation approach that integrates generative diffusion models with physics‐based simulations, aiming at reducing the computational costs of flow simulations while still honoring all the physical properties of interest. Pore‐scale simulations enhance ou...

Full description

Saved in:
Bibliographic Details
Main Authors: Jaehong Chung, Agnese Marcato, Eric J. Guiltinan, Tapan Mukerji, Hari Viswanathan, Yen Ting Lin, Javier E. Santos
Format: Article
Language:English
Published: Wiley 2024-12-01
Series:Journal of Geophysical Research: Machine Learning and Computation
Subjects:
Online Access:https://doi.org/10.1029/2024JH000293
Tags: Add Tag
No Tags, Be the first to tag this record!