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Adaptive Resource Allocation Algorithm of Lyapunov Optimization for Time-Varying Wireless Networks

机译:时变无线网络Lyapunov优化的自适应资源分配算法

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In this letter, we investigate the adaptive resource allocation with Lyapunov optimization for time-varying wireless networks. The transmit power minimization is characterized by a stochastic optimization model. A dynamic resource allocation (DRA) algorithm is developed to accommodate the wireless network dynamics, i.e., time-varying wireless channels and as well the queuing dynamics. We investigate the tracking error between the DRA algorithm output and the target optimal resource allocation solution. Based on these results, we further develop an adaptive-compensation resource allocation (ACRA) algorithm, which iterates only once when the network state changes for saving the huge iteration overheads. Finally, we determine a sufficient condition that the ACRA algorithm asymptotically tracks the moving equilibrium point with no tracking errors. Simulation results validate the theoretical analysis of our proposed scheme.
机译:在这封信中,我们研究了使用Lyapunov优化的时变无线网络的自适应资源分配。发射功率最小化的特征在于随机优化模型。开发了一种动态资源分配(DRA)算法以适应无线网络动态变化,即时变无线信道以及排队动态变化。我们研究了DRA算法输出与目标最佳资源分配解决方案之间的跟踪误差。根据这些结果,我们进一步开发了一种自适应补偿资源分配(ACRA)算法,该算法在网络状态变化时仅迭代一次,以节省大量的迭代开销。最后,我们确定ACRA算法渐近跟踪运动平衡点且没有跟踪误差的充分条件。仿真结果验证了我们提出的方案的理论分析。

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