Scalable adaptive algorithms for next-generation multiphase simulations

09/25/2022
by   Kumar Saurabh, et al.
0

The accuracy of multiphysics simulations is strongly contingent up on the finest resolution of mesh used to resolve the interface. However, the increased resolution comes at a cost of inverting a larger matrix size. In this work, we propose algorithmic advances that aims to reduce the computational cost without compromising on the physics by selectively detecting the key regions of interest (droplets/filaments) that requires significantly higher resolution. The overall framework uses an adaptive octree-based mesh generator, which is integrated with PETSc's linear algebra solver. We demonstrate the scaling of the framework up to 114,688 processes on TACC Frontera. Finally we deploy the framework to simulate primary jet atomization on an equivalent 35 trillion grid points - 64× greater than the state-of-the-art simulations.

READ FULL TEXT

page 4

page 10

page 11

page 12

research
04/03/2023

Swarm Reinforcement Learning For Adaptive Mesh Refinement

Adaptive Mesh Refinement (AMR) is crucial for mesh-based simulations, as...
research
09/24/2019

rp-adaptation for compressible flows

We present an rp-adaptation strategy for the high-fidelity simulation of...
research
05/01/2023

Learning Controllable Adaptive Simulation for Multi-resolution Physics

Simulating the time evolution of physical systems is pivotal in many sci...
research
04/27/2020

Convergence and quasi-optimal cost of adaptive algorithms for nonlinear operators including iterative linearization and algebraic solver

We consider a second-order elliptic boundary value problem with strongly...
research
12/02/2022

MeshDQN: A Deep Reinforcement Learning Framework for Improving Meshes in Computational Fluid Dynamics

Meshing is a critical, but user-intensive process necessary for stable a...
research
10/14/2020

An adaptive multigrid solver for DPG methods with applications in linear acoustics and electromagnetics

We propose an adaptive multigrid preconditioning technology for solving ...
research
07/13/2021

Scalable Biophysical Simulations of the Neuromuscular System

The human neuromuscular system consisting of skeletal muscles and neural...

Please sign up or login with your details

Forgot password? Click here to reset