The protection of AI-based space systems from a data-driven governance perspective

Space infrastructures have long represented the pinnacle of technological and engineering achievements. This complexity has been further amplified by the advent of the new space race, where private actors are taking the lead, alongside states, in deploying thousands of satellites in outer space. The outer space environment of 2040 will look very different from today. Spacecraft will necessitate more frequent maneuvers to avoid potential collisions, with the need to be more conscious of their surroundings. Indeed, as the frequency of events and the number of space objects rises, decision-making tasks will increasingly challenge human operators, especially as physical and temporal margins diminish. Such complexity is enveloping thanks to the synergy of space technologies and Artificial Intelligence (AI), which is transforming the functioning of space systems. The forward trajectory clarifies the significance that AI in outer space will retain in the years ahead. The Corpus Juris Spatialis finds itself at a crossroads, faced with the defiance of withstanding the technological advances catalyzed by the impending integration of AI into all facets of space missions. Given the ubiquitous nature of AI, its implementation will invariably pose multifaceted legal challenges across diverse aspects of International Space Law. The acquired autonomy of space assets prompts crucial questions regarding the legal standards applicable to AI in outer space, and how these autonomous space systems should be protected against hostile interference. The main purpose of this paper, presented by the Space Law and Policy Project Group of the Space Generation Advisory Council (SGAC), is to examine the pivotal legal dimensions stemming from the automation of space-based applications from a ‘data-driven governance’ standpoint. The increase in production and acquisition of space data will just augment the sophistication of AI systems, therefore necessitating their data assets to be reliable, accurate, and consistent to safeguard the long-term success of AI technologies in space missions. The paper aims to address the overarching legal challenges posed by the integration of AI into outer space operations, specifically on cybersecurity, intellectual property, and data governance, which are critical for safeguarding autonomous systems. By examining the various nuances of these domains, it seeks to contribute to a comprehensive understanding of the legal landscape of the current AI-space pairing. Ultimately, the conclusion will offer a set of recommendations to pave the way for a secure, ethical evolution of autonomous space systems in the near future. • Explores the integration of Artificial Intelligence (AI) in space systems from a data-driven governance perspective. • ●Identifies data governance, cybersecurity, intellectual property, as critical domains for safeguarding autonomous space systems. • ●Highlights the need for reliable and consistent data assets to ensure the success of AI technologies in space missions. • ●Proposes a comprehensive legal and policy framework for the secure and sustainable evolution of AI-powered space systems.

Authors

Institutions

Publication Details

Journal
Acta Astronautica
Published
2025-05-02
DOI
https://doi.org/10.1016/j.actaastro.2025.04.063
Citations
1
Primary Topic
Space exploration and regulation
Type
article
Field-Weighted Citation Impact
1.15
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The protection of AI-based space systems from a data-driven governance perspective

T.P. Graham, Shannon M Lee, Tushar Sharma, Roser Almenar et al.
1 citations
Acta Astronautica
Space exploration and regulation
1.15
article

The protection of AI-based space systems from a data-driven governance perspective

T.P. Graham, Shannon M Lee, Tushar Sharma, Roser Almenar, Terezie Němcová, Junxia YUAN, Kaili Ayers, Raelee Toh, Giovanni Tricco, Rihab Ben Moussa, Simisola Iyiola, Asiimwe Joshua Opota
article en
1 citations

Abstract

Space infrastructures have long represented the pinnacle of technological and engineering achievements. This complexity has been further amplified by the advent of the new space race, where private actors are taking the lead, alongside states, in deploying thousands of satellites in outer space. The outer space environment of 2040 will look very different from today. Spacecraft will necessitate more frequent maneuvers to avoid potential collisions, with the need to be more conscious of their surroundings. Indeed, as the frequency of events and the number of space objects rises, decision-making tasks will increasingly challenge human operators, especially as physical and temporal margins diminish. Such complexity is enveloping thanks to the synergy of space technologies and Artificial Intelligence (AI), which is transforming the functioning of space systems. The forward trajectory clarifies the significance that AI in outer space will retain in the years ahead. The Corpus Juris Spatialis finds itself at a crossroads, faced with the defiance of withstanding the technological advances catalyzed by the impending integration of AI into all facets of space missions. Given the ubiquitous nature of AI, its implementation will invariably pose multifaceted legal challenges across diverse aspects of International Space Law. The acquired autonomy of space assets prompts crucial questions regarding the legal standards applicable to AI in outer space, and how these autonomous space systems should be protected against hostile interference. The main purpose of this paper, presented by the Space Law and Policy Project Group of the Space Generation Advisory Council (SGAC), is to examine the pivotal legal dimensions stemming from the automation of space-based applications from a ‘data-driven governance’ standpoint. The increase in production and acquisition of space data will just augment the sophistication of AI systems, therefore necessitating their data assets to be reliable, accurate, and consistent to safeguard the long-term success of AI technologies in space missions. The paper aims to address the overarching legal challenges posed by the integration of AI into outer space operations, specifically on cybersecurity, intellectual property, and data governance, which are critical for safeguarding autonomous systems. By examining the various nuances of these domains, it seeks to contribute to a comprehensive understanding of the legal landscape of the current AI-space pairing. Ultimately, the conclusion will offer a set of recommendations to pave the way for a secure, ethical evolution of autonomous space systems in the near future. • Explores the integration of Artificial Intelligence (AI) in space systems from a data-driven governance perspective. • ●Identifies data governance, cybersecurity, intellectual property, as critical domains for safeguarding autonomous space systems. • ●Highlights the need for reliable and consistent data assets to ensure the success of AI technologies in space missions. • ●Proposes a comprehensive legal and policy framework for the secure and sustainable evolution of AI-powered space systems.

Acta AstronauticaVol. 234
Universitat de València (ES), Friedrich-Alexander-Universität Erlangen-Nürnberg (DE), Korean National Police Agency (KR), Department of Space (IN), The Health Council of the Netherlands (NL), O. P. Jindal Global University (IN), Science Council (GB), Swinburne University of Technology (AU), University of Bologna (IT)
Openalex Percentile: Top 20%
Space exploration and regulation
1.15
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.