[HTML][HTML] Artificial intelligence and classic methods to segment and characterize spherical objects in micrographs of industrial emulsions

H Khosravi, AH Thaker, J Donovan, V Ranade… - International Journal of …, 2023 - Elsevier
The stability of emulsions is a critical concern across multiple industries, including food
products, agricultural formulations, petroleum, and pharmaceuticals. Achieving prolonged …

CFD-aided contraction-expansion static mixer design for oil-in-water emulsification

MP Balbi, S Fleite, M Cassanello - Chemical Product and Process …, 2024 - degruyter.com
Contraction-expansion (CE) static mixers can enable solid-liquid and liquid-liquid dispersion
with low energy dissipation, low risk of obstruction, and without moving parts. In this work …

Stability assessment of liquid formulations: A deep learning approach

M De Micco, D Gragnaniello, F Zonfrilli, V Guida… - Chemical Engineering …, 2022 - Elsevier
Formulated liquids, such as detergents and fabric softeners, are of great relevance in the
industry of everyday products. Although thermodynamically unstable, these liquids must …

BYG-drop: a tool for enhanced droplet detection in liquid–liquid systems through machine learning and synthetic imaging

G Bana, F Lamadie, S Charton… - Frontiers in Chemical …, 2024 - frontiersin.org
A new image processing machine learning algorithm for droplet detection in liquid–liquid
systems is here introduced. The method combines three key numerical tools—YOLOv5 for …

FLUID: Formulated LiqUid Instability Dataset

M De Micco, F Zonfrilli, MM Villone… - 2022 IEEE Eighth …, 2022 - ieeexplore.ieee.org
We present FLUID, a new dataset of more than 47,000 pictures of softener samples
developing typical instabilities of formulated liquids of industrial interest. The full-color …

Deep Learning-Based Classification and Quantification of Emulsion Droplets: A YOLOv7 Approach

J Mendes, AS Silva, FF Roman, JLD de Tuesta… - … Learning Algorithms and …, 2023 - Springer
This study focuses on the analysis of emulsion pictures to understand important parameters.
While droplet size is a key parameter in emulsion science, manual procedures have been …

Monitoring of Emulsion Stability in a Stirred Tank Cell System

MO Vaadal, SK Sæther - 2022 - ntnuopen.ntnu.no
Målet med dette arbeidet er utprøving av et røretank system som inneholder et video
mikroskop benyttet i måling dråpe størrelse distribusjon, og videreutvikling av et flotør …