English(EN) PPO-Based Dynamic Positioning of HAPS-BS in Wind-Disturbed Stratospheric Maritime Networks

AI模型优化海上网络中HAPS基站的定位

作者 PulseAugur 编辑部 · [1 个来源] · 2026-05-08 04:00

研究人员开发了一个新的框架，使用深度强化学习来动态定位海事网络中的高空平台站（HAPS）。该方法专门解决了平流层风和船舶移动带来的挑战，这些因素会干扰稳定的无线覆盖。该系统采用近端策略优化（PPO）算法来学习定位策略，以提高系统吞吐量并为海上用户保持可靠的连接。 AI

影响这项研究可能带来更稳定可靠的偏远海事区域无线覆盖，从而改善船舶和海上作业的通信。

排序理由这是一篇研究论文，详细介绍了使用深度强化学习定位HAPS的新颖框架。[lever_c_demoted from research: ic=1 ai=1.0]

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arXiv cs.AI TIER_1 English(EN) · Azim Akhtarshenas, German Svistunov, Matteo Bernab\`e, Kuangyu Zheng, David L\'opez-P\'erez · 2026-05-08 04:00

基于PPO的HAPS-BS在风扰平流层海事网络中的动态定位

arXiv:2605.05240v1 Announce Type: cross Abstract: High-Altitude Platform Stations (HAPS) offer a promising solution for wide-area wireless coverage in maritime regions lacking terrestrial infrastructure. However, maintaining reliable performance is challenging due to dynamic ship…