Assessing the Mass Transfer Coefficient in Jet Bioreactors with Classical Computer Vision Methods and Neural Networks Algorithms - Nizovtseva, Irina; Palmin, Vladimir; Simkin, Ivan; Starodumov, Ilya; Mikushin, Pavel; Nozik, Alexander; Hamitov, Timur; Ivanov, Sergey; Vikharev, Sergey; Zinovev, Alexei; Svitich, Vladislav; Mogilev, Matvey; et al. (Algorithms, 2023)
Keywords: Algorithms; Artificial neural networks; bioreactor; Bioreactors; Biosynthesis; bubble detection; Bubbles; Clustering; Coefficients; Comparative analysis; Computer vision; Design; Efficiency; Fermentation; Flow control; Fluid dynamics; Gas flow; Gases; gas—liquid flows; Image segmentation; jet stream; Liquid flow; Machine vision; Mass transfer; Methods; Neural networks; phase contact area; Physiological aspects; Process parameters; Productivity; Russia