面向用户移动性的VLC辅助的UAV网络能效优化(特邀)OA
Energy Efficiency Optimization for VLC-enabled UAV Networks Serving Mobile Users
[目的]在可见光通信(VLC)辅助的无人机(UAV)网络中,为满足地面用户的动态接入,UAV 也需进行动态位置调整以保持与地面用户的视距(LoS)连接.因此 UAV 的有限机载能量需同时用于通信与飞行推进.[方法]为提升该网络的能效(EE),文章提出了一种针对移动用户的 UAV 轨迹优化迭代算法.该算法迭代求解 UAV 最优位置和最优轨迹两个子问题,其中 UAV 最优位置、用户关联及功率分配可通过软演员-评论家(SAC)算法联合求解;UAV 移动至下一个最优位置的轨迹功耗最小化问题可以建模为一个凸问题,并通过优化工具箱求解.[结果]数值仿真结果验证了 SAC 算法的收敛性,并给出了网络 EE 最大化的 UAV 位置及用户与 UAV 的关联情况;展示了用户动态移动下通过迭代算法得出的最优轨迹.[结论]文章所提迭代算法可以有效降低单位时间内 VLC 辅助的 UAV 网络的能耗,以此延长 UAV 的工作时间.
[Objective]In Visible Light Communication(VLC)-enabled Unmanned Aerial Vehicle(UAV)networks,UAVs ad-just their locations to keep Line-of-Sight(LoS)links with moving ground users.As a result,the limited onboard energy of a UAV must cover both communication tasks and flight propulsion.[Methods]To improve the Energy Efficiency(EE)of these networks,we propose an iterative trajectory optimization algorithm.Instead of solving a coupled global problem,we divide it into two alternating subproblems:optimal positioning and trajectory planning.First,we apply the Soft Actor-Critic(SAC)algorithm to jointly optimize the UAV's target position,user association,and power allocation.Once the target position is set,we model the flight trajectory to minimize propulsion energy as a convex problem,which can be solved based on standard optimization tools.[Results]Simulation results confirm the convergence of the SAC algorithm in our setup.We show the optimized UAV locations and user association schemes that lead to the highest network EE,along with the actual flight trajectories generated for dynamic user mobility scenarios.[Conclusion]Overall,our iterative framework successfully lowers the time-averaged energy consump-tion of the network,which directly extends the flight endurance of the UAVs.
贾林琼;王梓颉;汤昀霏;桂林卿
南京理工大学 电子工程与光电技术学院,南京 210094南京理工大学 电子工程与光电技术学院,南京 210094南京理工大学 电子工程与光电技术学院,南京 210094南京邮电大学 计算机学院,南京 210003
信息技术与安全科学
可见光通信无人机能量效率轨迹优化软演员-评论家算法
VLCUAVEEtrajectory optimizationSAC algorithm
《光通信研究》 2026 (3)
13-19,7
国家自然科学基金资助项目(62301257)
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