Serena J. Holte, Dheeraj Sapkota, Laura L. A. Adams
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Predicting microfluidic droplet diameters in glass capillary devices using machine learning
Using actual experimental data of single emulsion diameters generated from glass capillary microfluidic devices, we report predictions for droplet diameters in both dripping and jetting regimes usi...
期刊介绍:
Journal of Dispersion Science and Technology is an international journal covering fundamental and applied aspects of dispersions, emulsions, vesicles, microemulsions, liquid crystals, particle suspensions and sol-gel processes. Fundamental areas that are covered include new surfactants, polymers and indigenous stabilizers; surfactant and polymer association as well as phase equilibria in systems water and oil; surfactant and polymer films, monolayers and interfacial films; adsorption and desorption onto solid surfaces; stability and destabilization of dispersions, emulsions and particle suspensions; collodal templates and sol-gel processing. Industrial applications cover chemicals, crude oils, food, pharmaceuticals, agriculture, nanotechnology, and soft condensed materials.