Bridging experiments and models, towards a new paradigm: DROP-PINN, a physics-informed neural network to predict droplet rupture in multiphase systems

The population balance equation (PBE) is today a convenient tool to describe the evolution of multiphase systems, such as bubble plumes or columns, mixing tanks, solvent extraction columns, where they are used to infer the particle size distribution required to quantify buoyancy forces or the interf...

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Bibliografische Detailangaben

Hauptverfasser:	Grégory Bana, Fabrice Lamadie, Sophie Charton, Didier Lucor, Nida Sheibat-Othman
Format:	Artigo
Sprache:	Inglês
Veröffentlicht:	Elsevier 2025-08-01
Schriftenreihe:	Chemical Engineering Journal Advances
Schlagworte:	Population balance equation Physic informed neural networks Breakage frequency Liquid–liquid extraction
Online-Zugang:	http://www.sciencedirect.com/science/article/pii/S2666821125001267
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