Using machine learning to detect the turbulent region in flow past a circular cylinder

Mathematics

• Detector 93%
• Circular Cylinder 93%
• Machine Learning 86%
• Training Samples 35%
• Tensor 31%
• Reynolds number 27%
• Snapshot 18%
• Strain Rate 17%
• Boosting 17%
• Turbulent Flow 15%
• Flow Field 15%
• Threshold Value 15%
• Turbulence 14%
• Training 13%
• Vortex 13%
• Transport Equation 13%
• Dimensionality 13%
• Fluctuations 12%
• Extremes 11%
• Entire 11%
• Physics 10%
• Gradient 10%
• Numerical Simulation 9%
• Invariant 7%

Physics & Astronomy

• machine learning 100%
• circular cylinders 86%
• detectors 43%
• education 38%
• tensors 29%
• data simulation 14%
• high Reynolds number 14%
• turbulent flow 12%
• strain rate 11%
• flow distribution 11%
• Reynolds number 11%
• turbulence 9%
• vortices 9%
• gradients 8%
• physics 8%
• thresholds 8%

Engineering & Materials Science

• Circular cylinders 86%
• Detectors 61%
• Machine learning 57%
• Tensors 39%
• Reynolds number 22%
• Stretching 13%
• Strain rate 12%
• Turbulence 11%
• Physics 11%
• Vortex flow 11%
• Flow fields 10%
• Computer simulation 7%