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Review Article

A survey on artificial intelligence trends in spacecraft guidance dynamics and control

Dario Izzo1( )Marcus Märtens1Binfeng Pan2
European Space Agency, Noordwijk, 2201 AZ, The Netherlands
Northwestern Polytechnical University, Xi’an, Shaanxi 710072, China
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Abstract

The rapid developments of artificial intelligence in the last decade are influencing aerospace engineering to a great extent and research in this context is proliferating. We share our observations on the recent developments in the area of spacecraft guidance dynamics and control, giving selected examples on success stories that have been motivated by mission designs. Our focus is on evolutionary optimisation, tree searches and machine learning, including deep learning and reinforcement learning as the key technologies and drivers for current and future research in the field. From a high-level perspective, we survey various scenarios for which these approaches have been successfully applied or are under strong scientific investigation. Whenever possible, we highlight the relations and synergies that can be obtained by combining different techniques and projects towards future domains for which newly emerging artificial intelligence techniques are expected to become game changers.

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Astrodynamics
Pages 287-299

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Cite this article:
Izzo D, Märtens M, Pan B. A survey on artificial intelligence trends in spacecraft guidance dynamics and control. Astrodynamics, 2019, 3(4): 287-299. https://doi.org/10.1007/s42064-018-0053-6

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Received: 05 December 2018
Accepted: 10 January 2019
Published: 31 July 2019
© Tsinghua University Press 2019