Simulation of Temperature Distribution during HIFU Therapy Using Physics Based Deep Learning Method

Keyphrases

• Temperature Distribution 100%
• Deep Learning Methods 100%
• Physics-informed Deep Learning 100%
• High-intensity Focused Ultrasound Therapy 100%
• Partial Differential Equations 60%
• Numerical Methods 40%
• Finite Difference Method 40%
• Finite Element Method 20%
• Nonlinear Partial Differential Equations 20%
• Thermal Model 20%
• Neural Network 20%
• Temperature Rise 20%
• Discretized 20%
• Execution Time 20%
• Computational Resources 20%
• Heterogeneous Tissue 20%
• Meshless 20%
• Heat Conduction 20%
• Neural Network Architecture 20%
• Laws of Physics 20%
• Linear Partial Differential Equations 20%
• Deep Learning 20%
• Solutions of Partial Differential Equations 20%
• Bioheat Equation 20%
• High-intensity Focused Ultrasound 20%
• Focused Ultrasound Transducer 20%

Engineering

• Physics Informed Neural Network 100%
• Numerical Methods 40%
• Finite Difference Method 40%
• Nonlinear Partial Differential Equation 20%
• Transducer 20%
• Propagating Wave 20%
• Thermal Model 20%
• Temperature Rise 20%
• Computational Resource 20%
• Execution Time 20%
• Neural Network Architecture 20%
• Learning Technique 20%

Material Science

• Finite Difference Method 100%
• Finite Element Method 50%