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SafeDiver: Cooperative AUV-USV Assisted Diver Communication via Multi-agent Reinforcement Learning Approach

arXiv 2509.11508 ↗First posted 15 Sep 2025cs.MA cs.LG cs.ROcited by 0

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Abstract (arXiv)

As underwater human activities are increasing, the demand for underwater communication service presents a significant challenge. Existing underwater diver communication methods face hurdles due to inherent disadvantages and complex underwater environments. To address this issue, we propose a scheme that utilizes maritime unmanned systems to assist divers with reliable and high-speed communication. Multiple AUVs are equipped with optical and acoustic multimodal communication devices as relay nodes, providing adaptive communication services based on changes in the diver's activity area. By using a multi-agent reinforcement learning (MARL) approach to control the cooperative movement of AUVs, high-speed and reliable data transmission between divers can be achieved. At the same time, utilizing the advantages of on-demand deployment and wide coverage of unmanned surface vehicles (USVs) as surface relay nodes to coordinate and forward information from AUVs, and controlling AUVs to adaptively select relay USV nodes for data transmission, high-quality communication between divers and surface platform can be achieved. Through simulation verification, the proposed scheme can effectively achieve reliable and high-speed communication for divers.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 4 of its 37 references that are in the map. First posted on arXiv 15 Sep 2025.

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References · 4

  1. 2017Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environmentscited by 1,558
  2. 2021The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Gamescited by 942
  3. 2019Reducing Overestimation Bias in Multi-Agent Domains Using Double Centralized Criticscited by 47
  4. 2022Diver Interest via Pointing: Human-Directed Object Inspection for AUVscited by 4

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  1. 2026Task-Oriented Sensing and Covert Transmissions for Collaborative Multi-AUV Systems
  2. 2025Never too Cocky to Cooperate: An FIM and RL-based USV-AUV Collaborative System for Underwater Tasks in Extreme Sea Conditions
  3. 2024Multiple Ships Cooperative Navigation and Collision Avoidance using Multi-agent Reinforcement Learning with Communication ↗
  4. 2025Joint Optimization of Cooperation Efficiency and Communication Covertness for Target Detection with AUVs
  5. 2024USV-AUV Collaboration Framework for Underwater Tasks under Extreme Sea Conditions
  6. 2026Task-Semantic Graph-Driven Distributed Agent Networking for Underwater Target Tracking
  7. 2025Cooperative Target Detection with AUVs: A Dual-Timescale Hierarchical MARDL Approach
  8. 2025Towards Bio-inspired Heuristically Accelerated Reinforcement Learning for Adaptive Underwater Multi-Agents Behaviour ↗