Author

F. Ein-Mozaffari

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Open access Oct 2026

Physics-Informed Neural Network Surrogate Modeling of Three-Dimensional Gas–Liquid Hydrodynamics in Aerated Double-Impeller Stirred Tanks

This study develops a physics-informed surrogate for predicting three-dimensional gas–liquid hydrodynamics in an aerated double-impeller stirred tank. Reference fields were generated using steady-state computational fluid dynamics (CFD) simulations in ANSYS Fluent at impeller speeds of 200–500 rpm. Three models with id...

Forough Sharifi, A. Lohi, F. Ein-Mozaffari · ChemEngineering · 0 citations

Review Open access Sep 2026

Industrial Rheology of Cosmetic Products: From Formulation and Microstructure to Scale-Up, Process Control, Quality, Machine Learning, Digital Twins, and Consumer Performance

Rheology is central to the design and industrial manufacture of cosmetic products, which are multicomponent soft materials whose performance depends on formulation, microstructure, processing history, temperature, shear, and time. Although apparent viscosity is widely used for quality control, a single-point measuremen...

Argang Kazemzadeh, Alessandro Mendes, F. Ein-Mozaffari et al. · Processes · 0 citations