Back to Search Start Over

Machine learning flow regime classification in three-dimensional printed tubes

Authors :
Leslie K. Hwang
Beomjin Kwon
Munku Kang
Source :
Physical Review Fluids. 5
Publication Year :
2020
Publisher :
American Physical Society (APS), 2020.

Abstract

A random forest algorithm is trained to recognize different transitions to turbulence in wavy-wall tubes, and then can classify a flow within 1/100th of a second.

Subjects

Subjects :
Fluid Flow and Transfer Processes
Flow (mathematics)
Turbulence
Computer science
Modeling and Simulation
Computational Mechanics
Algorithm
Random forest

Details

ISSN :
2469990X
Volume :
5
Database :
OpenAIRE
Journal :
Physical Review Fluids
Accession number :
edsair.doi...........dfc1ee122c9e97d536f966344df03a50

Tools

Authors Abstract Subjects Details