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#spacecraft-control News & Analysis

2 articles tagged with #spacecraft-control. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · 4h ago6/10
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What Actually Works for Spacecraft Fault-Tolerant Control: An Honest Settled-Gate Benchmark of Learned and Classical Methods

Researchers benchmarked fault-tolerant control methods for spacecraft using rigorous testing criteria, finding that structured learning approaches combining gain estimation with analytic control laws significantly outperform classical and end-to-end learning methods on actuator faults, though constant bias faults remain unsolved without additional disturbance observers.

AINeutralarXiv – CS AI · 4h ago6/10
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Reliability-Asymmetric Spacecraft Autonomy: Co-Designing a Capable Learned GNC Stack with a Verified, Adaptation-Aware Runtime Shield

Researchers present AMPLE-GNC, an autonomous spacecraft control system that combines learned AI models with formal verification to achieve both capability and safety. The system successfully demonstrates fault-adaptive control recovering from 97.8% of actuator faults while maintaining 94.5% autonomous operation under a verified safety shield.