Integrating Pix2Pix and computational fluid dynamics for enhanced indoor airflow prediction: A case study with wing-walls

Keyphrases

• Computational Fluid Dynamics 100%
• Wing Wall 100%
• Pix2Pix 100%
• Indoor Airflow 40%
• Computational Fluid Dynamics Simulation 40%
• Floorplan Images 40%
• High Performance 20%
• Air Velocity 20%
• Ventilation 20%
• Computational Demand 20%
• Window Size 20%
• Prediction Accuracy 20%
• Network Applications 20%
• Wind Speed 20%
• Early Design Phases 20%
• Indoor Air 20%
• Building Design 20%
• Wind Direction 20%
• Machine Learning Models 20%
• Natural Ventilation 20%
• Contour Plots 20%
• Traditional Machine Learning 20%
• Wind Properties 20%
• Window Wall 20%
• Image-to-image Translation 20%
• Conditional Generative Adversarial Network (cGAN) 20%
• Wall Properties 20%
• Building Floors 20%
• Indoor Air Movement 20%
• Proxy Model 20%

Engineering

• Computational Fluid Dynamics 100%
• Indoor Air 50%
• Floor Plan 50%
• Early Stage 25%
• Air Velocity 25%
• Limitations 25%
• Floors 25%
• Air Movement 25%
• Design Stage 25%
• Natural Ventilation 25%
• Building Design 25%
• Contour Plot 25%
• Image Translation 25%