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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Autors principals:	Grégory Bana, Fabrice Lamadie, Sophie Charton, Didier Lucor, Nida Sheibat-Othman
Format:	Artigo
Idioma:	Inglês
Publicat:	Elsevier 2025-08-01
Col·lecció:	Chemical Engineering Journal Advances
Matèries:	Population balance equation Physic informed neural networks Breakage frequency Liquid–liquid extraction
Accés en línia:	http://www.sciencedirect.com/science/article/pii/S2666821125001267
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