Distortion correction for particle image velocimetry using multiple-input deep convolutional neural network and Hartmann-Shack sensing

Optics Express ◽

10.1364/oe.419591 ◽

2021 ◽

Author(s):

Zeyu Gao ◽

Hannes Radner ◽

Lars Buettner ◽

Hongwei Ye ◽

Xinyang Li ◽

...

Keyword(s):

Neural Network ◽

Particle Image Velocimetry ◽

Convolutional Neural Network ◽

Particle Image ◽

Distortion Correction ◽

Deep Convolutional Neural Network ◽

Image Velocimetry ◽

Multiple Input

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LightPIVNet: An Effective Convolutional Neural Network for Particle Image Velocimetry

IEEE Transactions on Instrumentation and Measurement ◽

10.1109/tim.2021.3082313 ◽

2021 ◽

pp. 1-1

Author(s):

Changdong Yu ◽

Xiaojun Bi ◽

Yiwei Fan ◽

Yang Han ◽

Yunfei Kuai

Keyword(s):

Neural Network ◽

Particle Image Velocimetry ◽

Convolutional Neural Network ◽

Particle Image ◽

Image Velocimetry

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A Hopfield neural network for flow field computation based on particle image velocimetry/particle tracking velocimetry image sequences

Proceedings of International Conference on Neural Networks (ICNN'97) ◽

10.1109/icnn.1997.611633 ◽

2002 ◽

Cited By ~ 8

Author(s):

M. Knaak ◽

C. Rothlubbers ◽

R. Orglmeister

Keyword(s):

Neural Network ◽

Particle Image Velocimetry ◽

Flow Field ◽

Particle Tracking ◽

Particle Tracking Velocimetry ◽

Particle Image ◽

Hopfield Neural Network ◽

Image Sequences ◽

Field Computation ◽

Image Velocimetry

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Predicting the near-wall velocity of wall turbulence using a neural network for particle image velocimetry

Physics of Fluids ◽

10.1063/5.0023786 ◽

2020 ◽

Vol 32 (11) ◽

pp. 115105 ◽

Cited By ~ 1

Author(s):

Hongping Wang ◽

Zixuan Yang ◽

Binglin Li ◽

Shizhao Wang

Keyword(s):

Neural Network ◽

Particle Image Velocimetry ◽

Particle Image ◽

Wall Turbulence ◽

Wall Velocity ◽

Image Velocimetry ◽

Near Wall

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DEVELOPING PARTICLE IMAGE VELOCIMETRY SOFTWARE BASED ON A DEEP NEURAL NETWORK

Journal of Flow Visualization and Image Processing ◽

10.1615/jflowvisimageproc.2020033180 ◽

2020 ◽

Vol 27 (4) ◽

pp. 359-376

Author(s):

Wojciech Majewski ◽

Runjie Wei ◽

Vivek Kumar

Keyword(s):

Neural Network ◽

Particle Image Velocimetry ◽

Deep Neural Network ◽

Particle Image ◽

Image Velocimetry

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Neural network method applied to particle image velocimetry

10.1117/12.163728 ◽

1993 ◽

Cited By ~ 2

Author(s):

Ian Grant ◽

X. Pan

Keyword(s):

Neural Network ◽

Particle Image Velocimetry ◽

Particle Image ◽

Neural Network Method ◽

Image Velocimetry ◽

Network Method

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A new artificial neural network tracking technique for particle image velocimetry

Experiments in Fluids ◽

10.1007/s003480050096 ◽

1997 ◽

Vol 23 (2) ◽

pp. 145-154 ◽

Cited By ~ 19

Author(s):

Y. A. Hassan ◽

O. G. Philip

Keyword(s):

Neural Network ◽

Artificial Neural Network ◽

Particle Image Velocimetry ◽

Particle Image ◽

Tracking Technique ◽

Image Velocimetry ◽

Artificial Neural

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Neural-Network Method Applied to the Stereo Image Correspondence Problem in Three-Component Particle Image Velocimetry

Applied Optics ◽

10.1364/ao.37.003656 ◽

1998 ◽

Vol 37 (17) ◽

pp. 3656 ◽

Cited By ~ 5

Author(s):

Ian Grant ◽

X. Pan ◽

F. Romano ◽

X. Wang

Keyword(s):

Neural Network ◽

Particle Image Velocimetry ◽

Particle Image ◽

Stereo Image ◽

Correspondence Problem ◽

Neural Network Method ◽

Image Velocimetry ◽

Image Correspondence ◽

Network Method ◽

Component Particle

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Referenceless distortion correction of gradient-echo echo-planar imaging under inhomogeneous magnetic fields based on a deep convolutional neural network

Computers in Biology and Medicine ◽

10.1016/j.compbiomed.2018.07.010 ◽

2018 ◽

Vol 100 ◽

pp. 230-238 ◽

Cited By ~ 1

Author(s):

Pu Liao ◽

Jun Zhang ◽

Kun Zeng ◽

Yonggui Yang ◽

Shuhui Cai ◽

...

Keyword(s):

Neural Network ◽

Magnetic Fields ◽

Convolutional Neural Network ◽

Echo Planar Imaging ◽

Distortion Correction ◽

Deep Convolutional Neural Network ◽

Gradient Echo ◽

Planar Imaging ◽

Echo Planar

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Deep convolutional neural network based antenna selection in multiple-input multiple-output system

Young Scientists Forum 2017 ◽

10.1117/12.2317603 ◽

2018 ◽

Author(s):

Jiaxin Cai ◽

Yan Li ◽

Ying Hu

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

Antenna Selection ◽

Multiple Input Multiple Output ◽

Deep Convolutional Neural Network ◽

Multiple Input ◽

Input Multiple Output ◽

Output System

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Multiple-Input Deep Convolutional Neural Network Model for Short-Term Photovoltaic Power Forecasting

IEEE Access ◽

10.1109/access.2019.2921238 ◽

2019 ◽

Vol 7 ◽

pp. 74822-74834 ◽

Cited By ~ 31

Author(s):

Chiou-Jye Huang ◽

Ping-Huan Kuo

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

Network Model ◽

Neural Network Model ◽

Deep Convolutional Neural Network ◽

Short Term ◽

Photovoltaic Power ◽

Multiple Input ◽

Power Forecasting

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