PINNeik: Eikonal solution using physics-informed neural networks

Physics

• Eikonal Equation 100%
• Physics 80%
• Model 60%
• Utilization 60%
• Algorithms 60%
• Anisotropy 40%
• Calculation 40%
• Revisions 40%
• Speed 40%
• Partial Differential Equation 20%
• Shapes 20%
• Approximation 20%
• Media 20%
• Output 20%
• Engine 20%
• Flexibility 20%
• Terms 20%
• Seismology 20%
• Spectra 20%
• Seismic Waves 20%

Computer Science

• Eikonal Equation 100%
• Simulation Mode 60%
• Application 60%
• Computation 40%
• Source Location 40%
• Functions 40%
• Modeling 40%
• Accuracy 40%
• Partial Differential Equation 20%
• Conventional Method 20%
• Machine Learning Technique 20%
• Speed-up 20%
• Convergence Rate 20%
• Computational Bottleneck 20%
• Source Localization 20%
• Transfer Learning 20%
• Activation Function 20%
• Engineering Discipline 20%