Agentic Semantic Control for Autonomous Wireless Space Networks: Extending Space-O-RAN with MCP-Driven Distributed Intelligence

Eduardo Baena, Paolo Testolina, Michele Polese, Sergi Aliaga, Andrew Benincasa +3 more
6/12/2025
cs.NIcs.AIcs.HC

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Abstract

Lunar surface operations impose stringent requirements on wireless communication systems, including autonomy, robustness to disruption, and the ability to adapt to environmental and mission-driven context. While Space-O-RAN provides a distributed orchestration model aligned with 3GPP standards, its decision logic is limited to static policies and lacks semantic integration. We propose a novel extension incorporating a semantic agentic layer enabled by the Model Context Protocol (MCP) and Agent-to-Agent (A2A) communication protocols, allowing context-aware decision making across real-time, near-real-time, and non-real-time control layers. Distributed cognitive agents deployed in rovers, landers, and lunar base stations implement wireless-aware coordination strategies, including delay-adaptive reasoning and bandwidth-aware semantic compression, while interacting with multiple MCP servers to reason over telemetry, locomotion planning, and mission constraints.

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Cite this paper

@article{baena2025agentic,
  title  = {Agentic Semantic Control for Autonomous Wireless Space Networks: Extending Space-O-RAN with MCP-Driven Distributed Intelligence},
  author = {Eduardo Baena and Paolo Testolina and Michele Polese and Sergi Aliaga and Andrew Benincasa and Dimitrios Koutsonikolas and Josep Jornet and Tommaso Melodia},
  year   = {2025},
  eprint = {2506.10925},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2506.10925v1}
}

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