AINeutralarXiv – CS AI · 18h ago5/10
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Graph-to-SFILES: Control structure prediction from process topologies using generative artificial intelligence
Researchers developed Graph-to-SFILES, a generative AI model that predicts control structures for chemical process designs from flowsheet topologies using graph neural networks. The model achieves 73.2% top-5 accuracy on 10,000 flowsheets and significantly outperforms sequence-based approaches in small-data scenarios, though performance reverses on larger datasets.