Guilherme Hilário

GNN-Flash: A Hybrid Graph Neural Network Framework for Bypassing Stability Analysis in Two-Phase Flash Calculations with Generalization to Unseen Mixtures

Abstract Flash calculations are fundamental for determining phase behavior under specified thermodynamic conditions. Conventional approaches rely on iterative procedures, including phase stability analysis and phase-split calculations, which are computationally demanding due to t...