Semianalytical Bounded Formation Configuration Screening Method Based on Poincaré Contraction Mapping
Beihang University · Shanghai Academy of Spaceflight Technology
Abstract
This paper proposes a semi-analytical method combining Poincaré Contraction Mapping (PCM) with Conditional Variational Autoencoder (CVAE) for efficient screening of bounded relative orbit across perturbed environments. The PCM projects high-dimensional system parameters to a two-dimensional (2D) feature parameter pair of crossing period and separation angle, which is surjective but non-injective. To address the one-to-many inverse mapping challenge, a CVAE-based deep learning model is developed to raise the dimensionality from the 2D feature parameters back to the state space, enabling rapid and diverse generation of long-duration relative orbits with bounded amplitude. And the PCM-CVAE method is validated in…
Citation impact
- FWCI
- 386.48
- Percentile
- 100%
- References
- 24
Authors
5Topics & keywords
- Bounded function
- Tree traversal
- Contraction (grammar)
- Intersection (aeronautics)
- Dimensionality reduction
- Estimator
- Contraction mapping
- Feature (linguistics)