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Distributed dynamic spectrum access with adaptive power allocation: Energy efficiency and cross-layer awareness

机译:具有自适应功率分配的分布式动态频谱访问:能效和跨层感知

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This paper proposes energy and cross-layer aware resource allocation techniques that allow dynamic spectrum access users, by means of learning algorithms, to locate and exploit unused spectrum opportunities effectively. Specifically, we design private objective functions for spectrum users with multiple channel access and adaptive power allocation capabilities. We also propose a simple, two-phase heuristic for allocating spectrum and power resources among users. The proposed heuristic splits the spectrum and power allocation problem into two sub-optimal problems, and solve each of them separately. The spectrum allocation problem is solved, during the first phase, using learning whereas, the power allocation is formulated as an optimization problem and solved, during the second phase, by traditional optimization solvers. Simulation results show that energy and cross-layer awareness and multiple channel access capability improve the performance of the system in terms of the per-user average rewards received from accessing the dynamic spectrum access system.
机译:本文提出了能量和跨层意识的资源分配技术,允许通过学习算法,通过学习算法来定位和利用未使用的频谱机会。具体而言,我们为具有多通道访问和自适应功率分配功能的频谱用户设计私人客观功能。我们还提出了一种简单的两相启发式,用于在用户之间分配频谱和电力资源。所提出的启发式将频谱和功率分配问题分成两个次级最佳问题,并单独解决它们中的每一个。在第一阶段,使用学习的频谱分配问题解决,而在第二阶段,通过传统优化求解器在第二阶段中配制作为优化问题并解决的功率分配。仿真结果表明,能量和跨层意识和多通道访问能力在从访问动态频谱接入系统接收的每个用户平均奖励方面提高了系统的性能。

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