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September 10, 2025Guidance Navigation and Control

Reinforcement Learning-based Methods for Cooperative Control of UAVs: Challenges and Perspectives

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Authors

YWYin Wang

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Overview

This analysis highlights synchronization issues in UAVs and identifies challenges in mission planning with ML frameworks.

Key Points

  • Model update synchronization is a key challenge in ensuring consistent performance of UAVs in mission planning.
  • Analysis systematically identifies critical challenges faced by machine learning frameworks in UAVs, paving the way for future advancements.
  • The integration of AI with UAV technology shows great potential, but issues such as real-time decision support require robust solutions.
  • Transformative machine learning methods offer new approaches for collaborative control among UAV swarms, but their application is not without challenges.

Cite This Study

Yin Wang (2025) studied this question.

synapsesocial.com/papers/68c23d3ab210217d6478d218https://doi.org/10.1142/s2737480725030037
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