4.6 Article

Experimental Investigation and Modelling of the Droplet Size in a DN300 Stirred Vessel at High Disperse Phase Content Using a Telecentric Shadowgraphic Probe

期刊

APPLIED SCIENCES-BASEL
卷 12, 期 8, 页码 -

出版社

MDPI
DOI: 10.3390/app12084069

关键词

liquid-liquid; droplet size distribution; modelling; Sauter mean diameter; image-based probe; inline probe

资金

  1. German Research Foundation (DFG) [395373747]
  2. Research Initiative Nanokat of the Federal State of Rhineland-Palatinate

向作者/读者索取更多资源

This study utilized an image-based telecentric probe to investigate steady-state droplet size distributions in a stirred vessel with a Rushton turbine impeller, and high-resolution droplet size distributions were extracted using a convolutional neural network. In addition, Sauter mean diameters were calculated and correlated with two semi-empirical approaches, while the correlated exponent in the Weber number was fitted to the experimental data in order to better represent the low coalescence tendency of the system.
Featured Application The presented image-based telecentric probe is unique in its functionality and can be applied to determine particulate properties of various multiphase flows. In this work, steady-state droplet size distributions in a DN300 stirred batch vessel with a Rushton turbine impeller are investigated using an insertion probe based on the telecentric transmitted light principle. High-resolution droplet size distributions are extracted from the images using a convolutional neural network for image-analysis in order to investigate the influence of impeller speed and phase fraction (up to 50 vol.-%). In addition, Sauter mean diameters were calculated and correlated with two semi-empirical approaches, while the standard approach only accomplished 5.7% accuracy, and the correlation of Laso et al. provided a relative mean error of 4.0%. In addition, the correlated exponent in the Weber number was fitted to the experimental data of this work yielding a slightly different value than the theoretical (-0.6), which allows a better representation of the low coalescence tendency of the system, which is usually neglected in standard procedures.

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