Deep learning-based automated and universal bubble detection and mask extraction in complex two-phase flows

Deep-learning-based liquid extraction algorithm for particle image velocimetry in two-phase flow experiments of an object entering water

(2021) Guo Chun-Yu et al.   APPLIED OCEAN RESEARCH

An objective comparison of detection and segmentation algorithms for artefacts in clinical endoscopy

(2020) Sharib Ali et al.   Scientific Reports

BubCNN: Bubble detection using Faster RCNN and shape regression network

(2020) Tim Haas et al.   CHEMICAL ENGINEERING SCIENCE

A flow feature detection method for modeling pressure distribution around a cylinder in non-uniform flows by using a convolutional neural network

(2020) Shuran Ye et al.   Scientific Reports

Automated measurement of hydrops ratio from MRI in patients with Ménière’s disease using CNN-based segmentation

(2020) Young Sang Cho et al.   Scientific Reports

Test-time augmentation for deep learning-based cell segmentation on microscopy images

(2020) Nikita Moshkov et al.   Scientific Reports

Bubble dynamics and bubble-induced agitation in the homogeneous bubble-swarm past a circular cylinder at small to moderate void fractions

(2020) Jubeom Lee et al.   Physical Review Fluids

Robust bubble feature extraction in gas-liquid two-phase flow using object detection technique

(2020) Shuhei Torisaki et al.   JOURNAL OF NUCLEAR SCIENCE AND TECHNOLOGY

Machine learning shadowgraph for particle size and shape characterization

(2020) Jiaqi Li et al.   MEASUREMENT SCIENCE and TECHNOLOGY

Machine-learning-based feedback control for drag reduction in a turbulent channel flow

(2020) Jonghwan Park et al.   JOURNAL OF FLUID MECHANICS

Development of a deep learning-based image processing technique for bubble pattern recognition and shape reconstruction in dense bubbly flows

(2020) Rafael F.L. Cerqueira et al.   CHEMICAL ENGINEERING SCIENCE

An experimental study on the heat transfer by a single bubble wake rising near a vertical heated wall

(2020) Hwiyoung Maeng et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Evolution of Cavitation Bubble in Tap Water by Continuous-Wave Laser Focused on a Metallic Surface

(2019) Nayoung Kim et al.   LANGMUIR

Automatic detection, localization and segmentation of nano-particles with deep learning in microscopy images

(2019) Ayse Betul Oktay et al.   MICRON

Deep learning for cellular image analysis

(2019) Erick Moen et al.   NATURE METHODS

Machine Learning for Fluid Mechanics

(2019) Steven L. Brunton et al.   Annual Review of Fluid Mechanics

BubGAN: Bubble generative adversarial networks for synthesizing realistic bubbly flow images

(2019) Yucheng Fu et al.   CHEMICAL ENGINEERING SCIENCE

Upward bubbly flows in a square pipe with a sudden expansion: Bubble dispersion and reattachment length

(2019) Yewon Kim et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

Prediction of turbulent heat transfer using convolutional neural networks

(2019) Junhyuk Kim et al.   JOURNAL OF FLUID MECHANICS

Nucleus segmentation across imaging experiments: the 2018 Data Science Bowl

(2019) Juan C. Caicedo et al.   NATURE METHODS

Development and evaluation of data-driven modeling for bubble size in turbulent air-water bubbly flows using artificial multi-layer neural networks

(2019) Hokyo Jung et al.   CHEMICAL ENGINEERING SCIENCE

Bubble patterns recognition using neural networks: Application to the analysis of a two-phase bubbly jet

(2019) Igor Poletaev et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

Geographic object-based image analysis (GEOBIA): emerging trends and future opportunities

(2018) Gang Chen et al.   GIScience & Remote Sensing

Image processing for the experimental investigation of dense dispersed flows: Application to bubbly flows

(2018) L. Rueda Villegas et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

Wake structures behind an oscillating bubble rising close to a vertical wall

(2017) Joohyoung Lee et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

Lift force acting on single bubbles in linear shear flows

(2017) S. Aoyama et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

Deep Learning for Flow Sculpting: Insights into Efficient Learning using Scientific Simulation Data

(2017) Daniel Stoecklein et al.   Scientific Reports

A flexible image analysis method for measuring bubble parameters

(2016) Sheng Zhong et al.   CHEMICAL ENGINEERING SCIENCE

Size distribution and Sauter mean diameter of micro bubbles for a Venturi type bubble generator

(2016) Andriy Gordiychuk et al.   EXPERIMENTAL THERMAL AND FLUID SCIENCE

Study of bubble-induced turbulence in upward laminar bubbly pipe flows measured with a two-phase particle image velocimetry

(2016) Minki Kim et al.   EXPERIMENTS IN FLUIDS

Development of a robust image processing technique for bubbly flow measurement in a narrow rectangular channel

(2016) Yucheng Fu et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

Near-wall rising behaviour of a deformable bubble at high Reynolds number

(2015) Hyeonju Jeong et al.   JOURNAL OF FLUID MECHANICS

Development of an image measurement technique for size distribution in dense bubbly flows

(2013) Y.M. Lau et al.   CHEMICAL ENGINEERING SCIENCE

Bubble-induced pseudo turbulence in laminar pipe flows

(2013) Shigeo Hosokawa et al.   INTERNATIONAL JOURNAL OF HEAT AND FLUID FLOW

Void fraction and flow regime in adiabatic upward two-phase flow in large diameter vertical pipes

(2009) J.P. Schlegel et al.   NUCLEAR ENGINEERING AND DESIGN