Data-driven game-based control of microsatellites for attitude takeover of target spacecraft with disturbance
Yuan Chai1, Jianjun Luo1, Weihua Ma1
1Research and Development Institute of Northwestern Polytechnical University in Shenzhen, Shenzhen, 518057, China; Science and Technology on Aerospace Flight Dynamics Laboratory, Northwestern Polytechnical University, Xi'an, 710072, China.
Abstract:
This paper investigates the problem of using multiple microsatellites to control the attitude of a target spacecraft losing control ability. Considering external disturbance and unknown system dynamics, a data-driven robust control method based on game theory is proposed. Firstly, the attitude takeover control of the target using multiple microsatellites is modeled as a robust differential game among disturbance and multiple microsatellites, in which microsatellites can obtain the worst-case control policies. Subsequently, policy iteration algorithm is put forward to acquire the robust Nash equilibrium control policies of microsatellites with known dynamics, which is a basis of data-driven algorithm. Then, by employing off-policy integral reinforcement learning, a data-driven online controller without information about system dynamics is developed to get the feedback gain matrices of microsatellites by learning robust Nash equilibrium solution from online input-state data. To validate the effectiveness of the proposed control method, numerical simulations are provided.
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