GNNPCSAFT Web App

January 24, 2026 ยท View on GitHub

The GNNPCSAFT web app is an implementation of our project that focuses on using Graph Neural Networks (GNN) to estimate the pure-component parameters of the Equation of State PC-SAFT. We developed this app so the scientific community can access the model's results easily.

In this app, the estimated pure-component parameters can be used to calculate thermodynamic properties and compare them with experimental data from the ThermoML Archive. More on ThermoML Archive at their paper.

On releases, you find a electron app for the chat. A container image is also available on Docker Hub, and can be run using:

docker run -p 19770:8000 wildsonbbl/gnnpcsaftwebapp:latest

Other implementations with GNNPCSAFT: