<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>This work analyzes trajectories obtained by YOLO and DeepSORT algorithms of dense emulsion systems simulated via lattice Boltzmann methods. The results indicate that the individual droplet’s moving direction is influenced more by the droplets immediately behind it than the droplets in front of it. The analysis also provide hints on constraints of a dynamical model of droplets for the dense emulsion in narrow channels.</p>
</abstract>

This work analyzes trajectories obtained by YOLO and DeepSORT algorithms of dense emulsion systems simulated via lattice Boltzmann methods. The results indicate that the individual droplet’s moving direction is influenced more by the droplets immediately behind it than the droplets in front of it. The analysis also provide hints on constraints of a dynamical model of droplets for the dense emulsion in narrow channels.

Machine learning assisted droplet trajectories extraction in dense emulsions

Department of Physics, Harvard University

Communications in Applied and Industrial Mathematics

This work is licensed under the Creative Commons Attribution 4.0 International License.

{"article-title":"Machine learning assisted droplet trajectories extraction in dense emulsions"}

This work analyzes trajectories obtained by YOLO and DeepSORT algorithms of dense emulsion systems simulated via lattice Boltzmann methods. The results...

Machine learning assisted droplet trajectories extraction in dense emulsions

Published Online: Oct 31, 2022

Page range: 70 - 77

Received: May 24, 2022

Accepted: Oct 03, 2022

DOI: https://doi.org/10.2478/caim-2022-0006

Keywords
Lattice Boltzmann methods, YOLO, DeepSORT

© 2022 Mihir Durve et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Machine learning assisted droplet trajectories extraction in dense emulsions

Published Online: Oct 31, 2022

Page range: 70 - 77

Received: May 24, 2022

Accepted: Oct 03, 2022

DOI: https://doi.org/10.2478/caim-2022-0006

KeywordsLattice Boltzmann methods, YOLO, DeepSORT

© 2022 Mihir Durve et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Keywords
Lattice Boltzmann methods, YOLO, DeepSORT