no code implementations • 5 Dec 2023 • Lukas Schulze Balhorn, Marc Caballero, Artur M. Schweidtmann
The model achieves a top-1 accuracy of 80% and a top-5 accuracy of 84% on an independent test dataset of synthetically generated flowsheets.
no code implementations • 7 Feb 2023 • Lukas Schulze Balhorn, Edwin Hirtreiter, Lynn Luderer, Artur M. Schweidtmann
Artificial intelligence has great potential for accelerating the design and engineering of chemical processes.
no code implementations • 26 Oct 2022 • Edwin Hirtreiter, Lukas Schulze Balhorn, Artur M. Schweidtmann
Thereafter, the model is fine-tuned leveraging transfer learning on real P&IDs.
no code implementations • 1 Aug 2022 • Gabriel Vogel, Lukas Schulze Balhorn, Artur M. Schweidtmann
We pre-train our model on synthetically generated flowsheets to learn the flowsheet language grammar.
no code implementations • 25 Jul 2022 • Gabriel Vogel, Lukas Schulze Balhorn, Edwin Hirtreiter, Artur M. Schweidtmann
SFILES is a text-based notation for chemical process flowsheets.