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CEAS EuroGNC 2026

Robust Model Predictive Control for Rendezvous with Relative Orbital Elements and System Level Synthesis

Afonso Botelho PhD Candidate, Instituto Superior Técnico, Universidade de Lisboa, INESC-ID, and DEIMOS Engenharia, Lisbon, Portugal.
Paulo Rosa Head of Flight Segment, DEIMOS Engenharia, Lisbon, Portugal.
João M. Lemos Full Professor, Instituto Superior Técnico, Universidade de Lisboa, Lisbon, Portugal. Senior Researcher, INESC-ID, Lisbon, Portugal.
Abstract:
We propose a System Level Synthesis (SLS) Model Predictive Control (MPC) approach to guidance and control (G&C) of the relative orbit for spacecraft rendezvous. SLS-MPC jointly optimizes a nominal trajectory and linear correction policy via convex optimization, which provides improved performance and feasibility with respect to practical Robust MPC (RMPC) methods, namely Linear Tube-Based MPC, which solely optimizes the nominal trajectory. Although this improvement comes at the cost of increased computational complexity, we show that a single initial SLS optimization can generate a nominal trajectory and correction policy that achieves performance comparable to standard RMPC, in a strategy which we call One-Shot SLS-MPC. Therefore, SLS can soften the dependence of MPC on real-time and recursive optimization, and more so given that the sole crucial optimization problem may be solved prior to the manoeuvre start while maintaining a time-flexible and safe hold point. Alternative deployment strategies are also discussed, which allow for trading-off between G&C performance and computational complexity. We also leverage a relative orbital element (ROE) state representation, in particular to formulate a novel simple and convex passive safety path constraint with limited conservativeness, and a dynamical prediction model that includes both J2 and drag perturbations. Numerical results in a far-range rendezvous scenario show the improved fuel performance and feasibility of SLS-MPC with respect to Linear Tube-Based MPC.
Keywords: Model Predictive Control (MPC); System Level Synthesis (SLS); Onboard Optimization; Rendezvous and Proximity Operations (RPO); Guidance and Control (G&C)
View PDFCEAS-GNC-2026-069 doi: 10.82124/CEAS-GNC-2026-069


Afonso Botelho, Paulo Rosa, João M. Lemos: Robust Model Predictive Control for Rendezvous with Relative Orbital Elements and System Level Synthesis. Proceedings of the 2026 CEAS EuroGNC conference. Madrid, Spain. May 2026. doi: 10.82124/CEAS-GNC-2026-069.
BibTeX entry (UTF-8):

@Incollection{CEAS-GNC-2026-069,
    author = {Botelho, Afonso and Rosa, Paulo and Lemos, João M.},
    title = {Robust Model Predictive Control for Rendezvous with Relative Orbital Elements and System Level Synthesis},
    booktitle = {Proceedings of the 2026 {CEAS EuroGNC} conference},
    address = {Madrid, Spain},
    month = may,
    year = {2026},
    doi = {10.82124/CEAS-GNC-2026-069}
}