Plasma NN

Demonstrate neural nework algorithm, plasma simulation in 3D tokamak

Quick Facts

Type

Mini App

Status

Planned

Work Packages

WP2

Frameworks

Scimba

1. Overview

Demonstrate neural nework algorithm, plasma simulation in 3D tokamak

2. Technical Stack

2.1. Frameworks Used

  • Scimba

2.2. Parallel Frameworks

  • GPU

3. Methods & Algorithms

3.1. WP1: Discretization

  • unstructured mesh

  • finite element

3.2. WP2: Model Order Reduction & SciML

  • PINN

  • NN/Autoencoder

3.3. WP3: Solvers

  • krylov solver

  • preconditioning

4. Benchmarking

4.1. Metrics

  • Manufactured Solution

5. Timeline

Milestone Date

Specification Due

N/A

Prototype Due

N/A

6. Team

Partners: Unistra

Responsible: Emmanuel Franck