Our project harnesses the power of Graph Neural Network (GNN) to estimate pure-component parameters of the state-of-the-art Equation of State, PC-SAFT. We aim to empower users to leverage this robust equation without the need for prior experimental data, revolutionizing the calculation of thermodynamic properties and enhancing process simulations. FeOS is used for the PC-SAFT calculations. The estimated parameters can be used in DWSIM and Aspen HYSYS process simulators.

Features

  • Estimates PC-SAFT parameters with SMILES or InChI
  • Estimate parameters for associative and non-associative molecules
  • AI Chat with GNNePCSAFT agent
  • Evaluates the efficiency and accuracy for various molecules by comparing their performance to comprehensive experimental data sourced from the ThermoML Archive
  • Custom plots for density, vapor pressure, enthalpy, entropy, surface tension and phase diagrams of pure substances
  • Custom plots for the density, vapor pressure, VLE and LLE of mixtures
  • Currently runs on Windows 11, MacOS and Ubuntu 24.04

Project Samples

Project Activity

See All Activity >

License

MIT License

Follow GNNePCSAFT

GNNePCSAFT Web Site

Other Useful Business Software
Auth0 for AI Agents now in GA Icon
Auth0 for AI Agents now in GA

Ready to implement AI with confidence (without sacrificing security)?

Connect your AI agents to apps and data more securely, give users control over the actions AI agents can perform and the data they can access, and enable human confirmation for critical agent actions.
Start building today
Rate This Project
Login To Rate This Project

User Reviews

Be the first to post a review of GNNePCSAFT!

Additional Project Details

Operating Systems

Linux, Mac, Windows

Languages

English

Intended Audience

Education, Engineering, Manufacturing, Science/Research

User Interface

Electron

Programming Language

JavaScript, Python

Related Categories

Python Simulation Software, Python Chemistry Software, Python Machine Learning Software, JavaScript Simulation Software, JavaScript Chemistry Software, JavaScript Machine Learning Software

Registered

2025-02-02