Parameterized neural ordinary differential equations: Applications to computational physics problems

Mathematics

• Physics 77%
• Ordinary differential equation 72%
• Computational Science 33%
• Essential Component 33%
• Encoder 31%
• Benchmark 22%
• Governing equation 22%
• Learning 21%
• Vary 20%
• Engineering 19%
• Numerical Simulation 17%
• Context 14%
• Demonstrate 14%
• Framework 13%
• Concepts 12%
• Model 7%

Physics & Astronomy

• differential equations 75%
• physics 59%
• decoders 31%
• coders 28%
• learning 25%
• engineering 17%
• simulation 8%

Engineering & Materials Science

• Ordinary differential equations 100%
• Physics 80%
• Set theory 14%
• Computer simulation 12%