Machine learning flow regime classification in three-dimensional printed tubes

Mathematics

• Machine Learning 100%
• Tube 93%
• Three-dimensional 64%
• Flow Visualization 31%
• Classify 28%
• Random Forest 26%
• High Throughput 25%
• Dyes 25%
• Learning Algorithm 21%
• Injection 20%
• Prototype 19%
• Straight 19%
• Demonstrate 10%
• Model 5%

Engineering & Materials Science

• Machine learning 66%
• 3D printers 59%
• Fluidic devices 46%
• Dyes 34%
• Flow visualization 34%
• Random forests 32%
• Learning algorithms 25%
• Throughput 21%
• Costs 11%

Chemical Compounds

• Flow 58%
• Flow Analysis 25%
• Dye 11%