Machine learning regression-CFD models for the nanofluid heat transfer of a microchannel heat sink with double synthetic jets

Engineering

• Computational Fluid Dynamics 100%
• Dynamic Models 100%
• Actuation 100%
• Microchannel 100%
• Learning System 100%
• Nanofluid 100%
• Heat Transfer Rate 50%
• Machine Learning Algorithm 50%
• Gaussians 25%
• Geometrical Parameter 25%
• Computational Cost 25%
• Nanoparticle 25%
• Accurate Prediction 25%
• Conductive 25%
• Heat Transfer Coefficient 25%
• Random Forest 25%
• Pressure Drop 25%
• Maximum Temperature 25%
• Staggered Arrangement 25%
• Nearest Neighbor 25%
• Perceptron 25%
• Alumina Particle 25%

Chemical Engineering

• Learning System 100%
• Nanoparticle 33%
• Heat Transfer Coefficient 33%
• Multilayer Neural Networks 33%

Material Science

• Computational Fluid Dynamics 100%
• Nanoparticle 33%
• Aluminum Oxide 33%
• Multilayer 33%