| A Low-Altitude Network Base Station Planning Model Based on PPO Algorithm | |
Bo YP(薄云鹏)1 ; Kang, Kang2; Li, Wenbin2; Pan, Guixin2; Wang M(汪敏)3
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| 会议录名称 | 2024 IEEE 10th International Symposium on Microwave, Antenna, Propagation and EMC Technologies for Wireless Communications, MAPE 2024 |
| 2024 | |
| DOI | 10.1109/MAPE62875.2024.10813861 |
| 产权排序 | 第1完成单位 |
| 收录类别 | EI |
| 会议名称 | 10th IEEE International Symposium on Microwave, Antenna, Propagation and EMC Technologies for Wireless Communications, MAPE 2024 |
| 会议日期 | 2024-11-27 |
| 会议地点 | Guangzhou, China |
| 关键词 | UAV Communication Low Altitude Network PPO Base Station Planning Reinforcement Learning |
| 摘要 | The rapid development of low-altitude unmanned aerial vehicles (UAVs) has led to significant communication demands. Leveraging cellular networks to support low-altitude UAV communication offers cost advantages. However, existing cellular networks suffer from inadequate aerial coverage and the complexity of urban terrestrial channels. To address these challenges, we propose a novel low-altitude network base station planning model based on the Proximal Policy Optimization (PPO) algorithm. Our approach involves calculating the low-altitude coverage capabilities of different base station types using ray tracing techniques. We construct a decision model for base station placement and utilize the PPO algorithm to determine optimal base station configurations. Through reinforcement learning training and simulation validation, we demonstrate that our model effectively generates base station deployment plans, achieving predefined signal coverage objectives. |
| 资助项目 | N/A |
| 项目资助者 | N/A |
| 语种 | 英语 |
| 学科领域 | 电子、通信与自动控制技术 |
| 文章类型 | Conference article (CA) |
| 出版者 | IEEE |
| ISBN号 | 9798331533922 |
| URL | 查看原文 |
| EI入藏号 | 20250517783200 |
| EI主题词 | Unmanned aerial vehicles (UAV) |
| EI分类号 | 1101.2 - 652 Aircraft and Avionics - 652.1 Aircraft, General - 716 Telecommunication ; Radar, Radio and Television - 716.3 Radio Systems and Equipment - 718.1 Telephone Systems and Equipment |
| 引用统计 | |
| 文献类型 | 会议论文 |
| 条目标识符 | http://ir.ynao.ac.cn/handle/114a53/28072 |
| 专题 | 射电天文研究组 |
| 作者单位 | 1.China United Network Communications Group Co. Ltd, Yunnan Observatories, Chinese Academy of Sciences University, Chinese Academy of Sciences, Kunming, China; 2.China United Network Communications Group Co. Ltd., Guangdong Branch, Guangzhou, China; 3.Chinese Academy of Sciences, Yunnan Observatories, Kun Ming, China |
| 第一作者单位 | 中国科学院云南天文台 |
| 推荐引用方式 GB/T 7714 | Bo YP,Kang, Kang,Li, Wenbin,et al. A Low-Altitude Network Base Station Planning Model Based on PPO Algorithm[C]:IEEE,2024. |
| 条目包含的文件 | ||||||
| 文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
| A Low-Altitude Netwo（883KB） | 会议论文 | 开放获取 | CC BY-NC-SA | 浏览 请求全文 | ||
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