A Hybrid Mesoscale Closure Combining CFD and Deep Learning for Coarse-Grid Prediction of Gas-Particle Flow Dynamics

2021 ◽  
pp. 117268
Author(s):  
Bo Ouyang ◽  
Li-Tao Zhu ◽  
Yuan-Hai Su ◽  
Zheng-Hong Luo
Keyword(s):  
Deep Learning ◽  
Coarse Grid ◽  
Flow Dynamics ◽  
Particle Flow

Reduced-order deep learning for flow dynamics. The interplay between deep learning and model reduction

2020 ◽  
Vol 401 ◽  
pp. 108939 ◽  
Author(s):  
Min Wang ◽  
Siu Wun Cheung ◽  
Wing Tat Leung ◽  
Eric T. Chung ◽  
Yalchin Efendiev ◽  
...  
Keyword(s):  
Deep Learning ◽  
Model Reduction ◽  
Flow Dynamics ◽  
Reduced Order

scholarly journals New Mathematical Models for Particle Flow Dynamics

1999 ◽  
Vol 6 (2) ◽  
pp. 198-221 ◽  
Author(s):  
Denis Blackmore ◽  
Roman Samulyak ◽  
Anthony Rosato
Keyword(s):  
Mathematical Models ◽  
Flow Dynamics ◽  
Particle Flow

Experimental studies of particle flow dynamics in a two-dimensional spouted bed

2008 ◽  
Vol 63 (4) ◽  
pp. 1131-1141 ◽  
Author(s):  
G.-Q. Liu ◽  
S.-Q. Li ◽  
X.-L. Zhao ◽  
Q. Yao
Keyword(s):  
Experimental Studies ◽  
Flow Dynamics ◽  
Particle Flow ◽  
Two Dimensional ◽  
Spouted Bed

scholarly journals Behavior of particle flow dynamics in model apparatus of pilot scale swirling entrained bed.

1990 ◽  
Vol 16 (2) ◽  
pp. 245-251 ◽  
Author(s):  
Atsushi Morihara ◽  
Syuntaro Koyama ◽  
Syunsuke Nogita
Keyword(s):  
Pilot Scale ◽  
Flow Dynamics ◽  
Particle Flow

Flame spray drying: Droplet and particle flow dynamics

2017 ◽  
Vol 35 (8) ◽  
pp. 948-956 ◽  
Author(s):  
M. Sobulska ◽  
M. Piatkowski ◽  
I. Zbicinski
Keyword(s):  
Spray Drying ◽  
Flow Dynamics ◽  
Particle Flow ◽  
Flame Spray

Explore missing flow dynamics by physics-informed deep learning: The parameterized governing systems

2021 ◽  
Vol 33 (9) ◽  
pp. 095116
Author(s):  
Hui Xu ◽  
Wei Zhang ◽  
Yong Wang
Keyword(s):  
Deep Learning ◽  
Flow Dynamics
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