This paper is concerned with the resource allocation in a multi-unmanned aerial vehicle (UAV)-aided network for providing enhanced mobile broadband (eMBB) services for user equipments. Different from most of the existing network resource allocation approaches, we investigate a joint non-orthogonal user association, subchannel allocation and power control problem. The objective of the problem is to maximize the network energy efficiency under the constraints on user equipments' quality of service, UAVs' network capacity and power consumption. We formulate the energy efficiency maximization problem as a challenging mixed-integer non-convex programming problem. To alleviate this problem, we first decompose the original problem into two subproblems, namely, an integer non-linear user association and subchannel allocation subproblem and a non-convex power control subproblem. We then design a two-stage approximation strategy to handle the non-linearity of the user association and subchannel allocation subproblem and exploit a successive convex approximation approach to tackle the non-convexity of the power control subproblem. Based on the derived results, we develop an iterative algorithm with provable convergence to mitigate the original problem. Simulation results show that our proposed framework can improve energy efficiency compared with several benchmark algorithms.
翻译:本文涉及在多无人驾驶飞行器(UAV)辅助网络中为用户设备提供强化移动宽带(EMBB)服务的资源分配问题。与大多数现有的网络资源分配办法不同,我们调查的是非横向用户联合协会、子通道分配和电力控制问题。问题的目的是在用户设备服务质量、UAV的网络能力和电力消耗等制约因素下最大限度地提高网络能效。我们将能源效率最大化问题作为具有挑战性的混合同化非混凝调非混凝土编程问题提出。为了缓解这一问题,我们首先将最初的问题分解为两个子问题,即非线性用户联合和子通道分配子问题,以及非康韦克斯电源控制子问题。然后我们设计了两阶段近似战略,处理用户联系和子网分配的非线性分流分流问题,并利用连续的调和近法近法方法解决电力控制非协调的不协调问题。为了缓解这一问题,我们首先将最初的问题分为两个子问题,即:非线性用户联系用户协会和次通道分配分流分配次问题分流分配次问题分解,我们先将问题分解问题分解为两个子问题,然后将问题分解,然后将原问题分解为两个问题,然后将问题分解为两个问题,然后研究一个分解的分解的分解的分解的分解的分解算法,然后将问题。我们提出后算算算算法,然后用结果,然后用后算法,然后提出后算算法,然后提出后算法,然后提出一个结果,然后提出一个结果,然后提出一个结果,我们制制制制制制算算算算算算算算,我们制制制制制制,然后提出后算,然后提出一个比制,然后提出一个比制,然后提出一个比制,然后提出一个比制,然后提出后算算算算算。制,然后提出后算,然后提出后算,我们制,然后提出后算,我们比较后算,我们算法,我们比较后算算算算算算算算算算法,然后提出后算,我们制,我们制,然后提出后制,然后提出后算,我们制,我们制,然后提出后算法,我们制,然后提出后算法,然后提出后算算算,然后提出后算法,然后提出后算算