Graph Networks

Blog

Tag: Graph Networks

Flow #5

Research Flow #5: Testing Graph Neural Simulators

March 6, 2023

Pedro Ferro Pereira

David Carvalho

Ivan Pombo

Fábio Cruz

In this grand finale, we explore how the Graph Network simulator fits into test scenarios of fluid dynamics, generalising from simple to chaotic ones, passing through a real experimental case.

Graph Networks Graph Network Simulator Smoothed Particle Hydrodynamics Fluid Dynamics

Flow #4

Research Flow #4: Simulating Fluid Dynamics
(with a Graph Network Simulator)

February 27, 2023

Pedro Ferro Pereira

David Carvalho

Ivan Pombo

Fábio Cruz

In this blog post, we delve in to the architecture behind the Deep Learning model we will use --- an Encoder-Processor-Decoder (E-P-D) model and how a Graph Network Simulator can be devised from it.

Graph Networks Encoder-Processor-Decoder Graph Network Simulator Smoothed Particle Hydrodynamics Fluid Dynamics

Fan of RSS? Follow our feed.