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Neural operator learning for collision-aware trajectory planning of spacecraft swarms

arXiv cs.LG · 2026-08-04 Cached

This paper introduces a permutation-equivariant neural operator that maps spacecraft, target, and debris distributions to collision-aware trajectories for entire swarms in one forward pass, trained with self-supervised physics objectives and adversarial threats. It generalizes zero-shot from 10 to 1,000 spacecraft amid dense debris, matching optimal-control accuracy while reducing proximity.

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