Integrating Low-Thrust Transfer Dynamics into POMDP Planning for On-Orbit Servicing
Integrating Low-Thrust Transfer Dynamics into POMDP Planning for On-Orbit Servicing
This research presents a Partially Observable Markov Decision Process (POMDP) framework for on-orbit servicing mission planning that explicitly models both high-thrust and low-thrust orbital transfers. The approach augments the state space with remaining propellant to account for mass-dependent dynamics, using precomputed matrices for high-thrust maneuvers and an analytical phasing model for low-thrust options. Policies are computed offline using the SARSOP algorithm and compared quantitatively to assess the operational feasibility and fuel efficiency of advanced electric propulsion systems in future servicing architectures.
This paper proposes a POMDP-based planning framework that integrates low-thrust transfer dynamics with high-thrust models to optimize on-orbit servicing missions under imperfect information and stochastic demand, evaluated via offline policy computation using the SARSOP algorithm.
Source: arXiv Robotics — research abstracts · Read original article ↗
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Source:arXiv Robotics — research abstracts · arxiv.org