連網無人機路徑規劃與基地台連線策略之共同設計: 使用模仿增強的深度強化學習方法

DY Huang - 2020 - ir.lib.ncu.edu.tw
… mapping from the UAV position to the optimal GBS. … UAV movement, a novel deep
reinforcement learning (DRL) approach is developed to learn the optimal trajectory, in which the UAV

[PDF][PDF] 基于多智能体深度强化学习的无人机动态预部署策略

唐伦, 李质萱, 蒲昊, 汪智平, 陈前斌 - 电子与信息学报, 2023 - jeit.ac.cn
UAV based on Multi-Agent Deep Reinforcement Learning (MADRL) is proposed. Firstly, a
deep spatio-temporal networkEnergyefficient predictive deployment strategy of UAVs based …

[HTML][HTML] 无人机通信网络物理层安全传输技术

东润泽, 王布宏, 冯登国, 曹堃锐, 田继伟, 程天昊… - 电子与信息学报, 2022 - jeit.ac.cn
security transmission technology of UAV communicationSecure energy-efficient resource
allocation in mobile edge … for cellular-connected UAV with deep reinforcement learning[J]. …

聯合無人機軌跡, 用戶連結與充電功率之改良式強化學習於具有接收訊號強度指標輔助之無人機無線充電通訊

WT Lei - 2021 - ir.lib.ncu.edu.tw
… vehicle (UAV) in the wireless power communication network (WPCN). The UAV departs from
… Despite deep reinforcement learning (DRL) that can circumvent the curse of dimensionality, …

[PDF][PDF] 基于深度强化学习的无人机辅助移动边缘计算系统能耗优化

张广驰, 何梓楠, 崔苗 - 电子与信息学报, 2023 - jeit.ac.cn
… Considering an UAV-assisted MEC system with multi-users, a scheme is … of UAV and
computation strategies of the users during the UAV’s whole flight duration. A Deep Reinforcement

[PDF][PDF] 无人机辅助MEC 车辆任务卸载与功率控制近端策略优化算法

谭国平, 易文雄, 周思源, 胡鹤轩 - 电子与信息学报, 2024 - jeit.ac.cn
… control in vehicle networks based on UAVassisted mobile edge … A distributed deep
reinforcement learning algorithm based on … Energy efficient task offloading for UAV-assisted …

基于深度强化学习的智能超表面辅助无人机通信联合波束成形与轨迹优化

万诗晴, 仲伟志, 何艺, 靳昊文, 刘响, 朱秋明, 林志鹏 - 电波科学学报, 2023 - cjors.cn
UAV communication system based on deep reinforcementSecuring UAV communications
via joint trajectory and power … UAVS with intelligent reflecting surfaces for energy-efficient

[PDF][PDF] 基于全频谱共享的三维轨迹和功率优化方法

裴二荣, 陈新虎, 陈琪美, 孙远欣, 黎伟 - 电子与信息学报, 2024 - jeit.ac.cn
… this paper, where the UAV can use the unlicensed spectrum … at the same time, the UAV can
use the licensed spectrum without … under the energy constraint of the UAV battery. In order to …

[PDF][PDF] 无人机辅助物理层安全下的保密性能优化

高远, 谭蓉俊, 邓志祥 - 电子与信息学报, 2022 - jeit.ac.cn
: 信息安全是影响物联网(IoT) 应用的关键因素之一, 物理层安全是解决物联网信息通信安全问题
的有效技术. 该文针对物联网中带有主动攻击的全双工窃听者, 利用无人机(UAV) 辅助发射人工…

信息年龄受限下最小化无人机辅助无线供能网络的能耗: 一种基于DQN 的方法

刘玲珊, 熊轲, 张煜, 张锐晨, 樊平毅 - 南京大学学报(自然科学版), 2021 - jns.nju.edu.cn
… problem of UAV's energy consumption … Deep reinforcement learning for fresh data
collection in UAV ⁃ assisted IoT networks∥IEEE Conference on Computer Communications