Examples

This section contains example scripts and applications demonstrating the usage of AI4Plasma.

Categories

• 1. Physics-Informed Machine Learning (PIML)
  • 1.1. Overview
  • 1.2. Standard PINN
  • 1.3. CS-PINN (Coefficient-Subnet PINN)
  • 1.4. RK-PINN (Runge-Kutta PINN)
  • 1.5. Meta-PINN
  • 1.6. Best Practices
  • 1.7. Performance Benchmarks
  • 1.8. Visualization and Monitoring
  • 1.9. Advanced Topics
  • 1.10. Troubleshooting Guide
  • 1.11. Further Reading
  • 1.12. Quick Start Guide
• 2. Operator Learning
  • 2.1. Overview
  • 2.2. Common Setup
  • 2.3. DeepONet (Deep Operator Network)
  • 2.4. DeepCSNet (Deep Coefficient-Subnet Network)
  • 2.5. Best Practices
  • 2.6. Performance Benchmarks
  • 2.7. Troubleshooting
  • 2.8. References
  • 2.9. Further Reading
• 3. Plasma Simulation
  • 3.1. Overview
  • 3.2. Arc Discharge Simulations
  • 3.3. Examples
  • 3.4. Best Practices
  • 3.5. Performance Benchmarks
  • 3.6. Troubleshooting Guide
  • 3.7. Advanced Topics
  • 3.8. Applications
  • 3.9. References
  • 3.10. Quick Start Guide