[HTML][HTML] Machine Learning-Driven Innovations in Microfluidics

J Park, YW Kim, HJ Jeon - Biosensors, 2024 - mdpi.com
Microfluidic devices have revolutionized biosensing by enabling precise manipulation of
minute fluid volumes across diverse applications. This review investigates the incorporation …

Biosensor‐Based Microfluidic Platforms for Rapid Clinical Detection of Pathogenic Bacteria

Y Hou, Z Liu, H Huang, C Lou, Z Sun… - Advanced Functional …, 2025 - Wiley Online Library
Pathogenic bacteria are commonly found in food, water, and soil, posing significant public
health challenges globally. Therefore, early, rapid, and highly sensitive strategies for …

A Generative Adversarial Network Approach to Predict Nanoparticle Size in Microfluidics

S Mihandoost, S Rezvantalab… - ACS Biomaterials …, 2024 - ACS Publications
To achieve precise control over the properties and performance of nanoparticles (NPs) in a
microfluidic setting, a profound understanding of the influential parameters governing the NP …

[HTML][HTML] Flexible droplet microfluidic devices for tuneable droplet generation

U Roshan, Y Dai, AS Yadav, S Hettiarachchi… - Sensors and Actuators B …, 2025 - Elsevier
Droplet microfluidics is a promising technology for applications that require precise handling
of minute fluid volumes. This technology has broad applications in the pharmaceutical …

Robust double emulsions for multicolor fluorescence-activated cell sorting

Y Ding, G Zoppi, G Antonini, R Geiger… - Analytical …, 2024 - ACS Publications
Cell–cell interactions are essential for the proper functioning of multicellular organisms. For
example, T cells interact with antigen-presenting cells (APCs) through specific T-cell …

The impact of solid particles and oil characteristics on the separation efficacy of oil sludge ultrasonic treatment

T Liu, C Hou, H Li, P Dahlen, Y Guo - Chemical Engineering and …, 2024 - Elsevier
This study assesses the efficiency of ultrasonic treatment on oil sludge, with a specific focus
on the impact of particle size and content, crude oil viscosity, and the interactions between …

Component library creation and pixel array generation with micromilled droplet microfluidics

D McIntyre, D Arguijo, K Kawata… - Microsystems & …, 2025 - nature.com
Droplet microfluidics enable high-throughput screening, sequencing, and formulation of
biological and chemical systems at the microscale. Such devices are generally fabricated in …

Transformative laboratory medicine enabled by microfluidic automation and artificial intelligence

P Huang, H Lan, B Liu, Y Mo, Z Gao, H Ye… - Biosensors and …, 2024 - Elsevier
Laboratory medicine provides pivotal medical information through analyses of body fluids
and tissues, and thus, it is essential for diagnosis of diseases as well as monitoring of …

Driving waveform optimization of electrowetting displays based on pixel's 2-D model for reducing oil reflux

J Wang, Z Yi, M Jiang, W Xu, Z Long, Q Wan, L Liu… - Optics …, 2024 - opg.optica.org
Electrowetting displays (EWD) are believed to represent a new generation of electronic
paper technology with fast responses, high reflectivity, and low power consumption. Despite …

Advancing microfluidic design with machine learning: a Bayesian optimization approach

I Kundacina, O Kundacina, D Miskovic, V Radonic - Lab on a Chip, 2025 - pubs.rsc.org
Microfluidic technology, which involves the manipulation of fluids in microchannels, faces
challenges in channel design and performance optimization due to its complex, multi …