Artificial Intelligence for Satellite Communication: A Survey
This paper provides a comprehensive survey on the application and development of Artificial Intelligence (AI) and Machine Learning (ML) in satellite communication (SATCOM). It explores the increasing integration of AI/ML technologies in SATCOM systems, highlighting their potential to enhance performance, efficiency, and adaptability in response to growing demands for connectivity and data processing. The survey categorizes various use cases across different layers of satellite networks, detailing conventional solutions and the advantages of employing AI/ML techniques. It discusses the challenges associated with onboard processing, including hardware constraints, radiation tolerance, and the need for efficient resource management. Furthermore, the document examines the role of neuromorphic computing and COTS (Commercial Off-The-Shelf) devices in facilitating AI applications in space environments. Finally, we discuss the long-term developments of AI in the SATCOM sector and potential research directions. Overall, the survey emphasizes the transformative impact of AI/ML on the future of SATCOM, paving the way for innovative solutions in next-generation satellite networks.
Authors
- Víctor Monzón Baeza (ORCID: https://orcid.org/0000-0002-0035-3944)
- Clèment Lacoste (ORCID: https://orcid.org/0000-0001-6507-5247)
- Symeon Chatzinotas (ORCID: https://orcid.org/0000-0001-5122-0001)
- Tedros Salih Abdu (ORCID: https://orcid.org/0000-0001-7009-5525)
- Puneeth Jubba Honnaiah (ORCID: https://orcid.org/0000-0002-8117-7937)
- Eva Lagunas (ORCID: https://orcid.org/0000-0002-9936-7245)
- Youssouf Drif (ORCID: https://orcid.org/0000-0003-1471-7195)
- Thang X. Vu (ORCID: https://orcid.org/0000-0002-8374-443X)
- Saed Daoud (ORCID: https://orcid.org/0000-0001-8299-5811)
- Hayder Al-Hraishawi (ORCID: https://orcid.org/0000-0002-0977-9984)
- Juan A. Vásquez-Peralvo (ORCID: https://orcid.org/0000-0001-7304-095X)
- Luis Manuel Garcés-Socarrás (ORCID: https://orcid.org/0000-0002-4164-3673)
- Wallace A. Martins (ORCID: https://orcid.org/0000-0002-3788-2794)
- Flor Ortíz (ORCID: https://orcid.org/0000-0002-2280-4689)
- Vu Nguyen Ha (ORCID: https://orcid.org/0000-0003-1325-3480)
- Gianluca Fontanesi (ORCID: https://orcid.org/0000-0002-8198-7497)
- Junaid ur Rehman (ORCID: https://orcid.org/0000-0002-2933-8609)
- Mario Minardi (ORCID: https://orcid.org/0000-0002-4620-2703)
- Juan Carlos Merlano Duncán (ORCID: https://orcid.org/0000-0002-9652-679X)
- Miguel Ángel Vázquez (ORCID: https://orcid.org/0000-0002-1659-5390)
- Geoffrey Eappen (ORCID: https://orcid.org/0000-0002-4065-3626)
- Liz Martínez Marrero (ORCID: https://orcid.org/0000-0003-3301-5797)
- Pol Henarejos (ORCID: https://orcid.org/0000-0002-6879-5693)
Institutions
- King Fahd University of Petroleum and Minerals (SA)
- University of Luxembourg (LU)
- University of South Florida (US)
- Centre Tecnologic de Telecomunicacions de Catalunya (ES)
- Nokia (Germany) (DE)
Publication Details
- Journal
- IEEE Communications Surveys & Tutorials
- Published
- 2025-02-13
- DOI
- https://doi.org/10.1109/comst.2025.3534617
- Citations
- 18
- Primary Topic
- Satellite Communication Systems
- Type
- article
- Field-Weighted Citation Impact
- 89.88
Funders
- Université du Luxembourg
- European Commission
- Fonds National de la Recherche Luxembourg
- Agencia Estatal de Investigación
- H2020 Marie Skłodowska-Curie Actions