/Fluid-Flow-Simulation

Experiment into using machine learning to speed up Fluid Flow simulation for Aerospace companies

Primary LanguagePython

Simulation-Fluid-Flow

Experiment into the feasibility of using machine learning to speed up Fluid flow simulations for Aerospace companies, intended to be a freelancing opportunity. Current stage was simply to get the model to overfit a simple lock-exchange simulation.

Side-by-side comparison of predicted vs actual velocity, acceleration, and pressure.

Project was based on this paper and surrounding research.

Project is so far inconclusive, but was abandoned after a bug fix revealed the accuracy to be much lower than previously thought.