One-Shot Federated Learning for LEO Constellations that Reduces Convergence Time from Days to 90 Minutes

Earth and Planetary Sciences

• Low Earth Orbit 100%
• State of the Art 25%
• Forest Fire 25%
• Machine Learning 25%
• Small Satellite 25%
• Weather Forecast 25%
• Retraining 25%
• Satellite Constellation 25%

Physics

• Earth Orbit 100%
• Federated machine learning 100%
• Small Satellite 16%
• Machine Learning 16%
• Satellite Constellation 16%
• Knowledge Distillation 16%

Computer Science

• Federated machine learning 100%
• Learning Process 16%
• Model Accuracy 16%
• Knowledge Distillation 16%
• Parameter Server 16%
• Learning Approach 16%
• Learning Scheme 16%
• Learning System 16%
• Machine Learning 16%
• Synthetic Data Generation 16%