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2024
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Physics-Informed Neural Networks Gravity Model: Generation III
PINN Gravity Model Generation III
John Martin
,
Hanspeter Schaub
PDF
Code
Project
Video
Periodic orbit discovery enhanced by physics-informed neural networks
How to discover periodic orbits in arbitrary coordinate descriptions.
John Martin
,
Hanspeter Schaub
PDF
Project
Video
Analysis of Small-Body Gravity Field Estimation using Physics-Informed Neural Networks and Kalman Filters
How to learn the gravity field online using orbit determination.
John Martin
,
Hanspeter Schaub
Code
Project
Physics-Informed Neural Networks for Gravity Field Modeling
John Martin Dissertation
John Martin
PDF
Physics-informed neural networks for gravity field modeling of small bodies
PINN Gravity Model Generation II
John Martin
,
Hanspeter Schaub
PDF
Code
Project
Reinforcement Learning and Orbit-Discovery Enhanced by Small-Body Physics-Informed Neural Network Gravity Models
Reinforcement learning for small-body navigation
John Martin
,
Hanspeter Schaub
PDF
Code
Physics-informed neural networks for gravity field modeling of the Earth and Moon
PINN Gravity Model Generation I
John Martin
,
Hanspeter Schaub
PDF
Code
Project
Video
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