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• W4225752793 abstract "Liquid-liquid and gas-liquid flows in microchannels are widely utilized in various technological fields. The plug/droplet flow regime is preferable in many applications. The features of plugs and droplets, such as the length, volume, and velocity, are critical parameters when developing new microchannel devices. The general approach employed to define plug features is based on image processing algorithms, in which the spatial filters are used in edge detection. This approach's main drawback consists of manually adjusting the parameters, such as the filter type, threshold, background removal procedure, etc. Here, we present a neural network approach for plug/droplet detection. A comprehensive data set for neural network training was compiled. The results of the neural network training are discussed, and a comparison with the image processing algorithm is provided. The proposed method has shown consistent numerical measurements. The average deviations of the measured plug size and velocity did not exceed 1.71% and 0.91%, respectively. New data on the plug size and velocity for an extremely low-viscosity ratio of the phases have been obtained." @default.
• W4225752793 created "2022-05-05" @default.
• W4225752793 creator A5034831428 @default.
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• W4225752793 date "2022-01-01" @default.
• W4225752793 modified "2023-10-10" @default.
• W4225752793 title "NEURAL NETWORK APPROACH FOR PLUG FLOW ANALYSIS IN MICROCHANNELS" @default.
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• W4225752793 doi "https://doi.org/10.1615/interfacphenomheattransfer.2022043493" @default.
• W4225752793 hasPublicationYear "2022" @default.
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