Machine Learning Assisted Microchannel Geometric Optimization—A Case Study of Channel Designs

Engineering

• Heat Transfer 100%
• Design 100%
• Heat Transfer Rate 100%
• Efficiency 100%
• Microchannel 100%
• Reduction 66%
• Optimization 66%
• Pressure Drop 66%
• Models 33%
• Heat Transfer Coefficient 33%
• Performance 33%
• Fields 33%
• Air Conditioning 33%
• Applications 33%
• Fluid Dynamics 33%
• Fluid 33%
• Dynamic Performance 33%
• Algorithm 33%
• Convective 33%
• Material Cost 33%
• Heat Exchanger 33%
• Thermal Resistance 33%
• Design Optimization 33%
• Mass Flowrate 33%
• Optimal Performance 33%
• Objective Optimization 33%
• Compact Size 33%
• Air Inlet 33%
• Artificial Neural Network 33%

Physics

• Machine Learning 100%
• Optimization 42%
• Performance 42%
• Area 42%
• Pressure 28%
• Air 28%
• Speed 14%
• Model 14%
• Calculation 14%
• Coefficients 14%
• Thermal Resistance 14%
• Air Flow 14%
• Independent Variables 14%
• Gradients 14%
• Geometry 14%
• Heat 14%
• Artificial Neural Network 14%
• Design Optimization 14%
• Mass Flow Rate 14%
• Genetics 14%