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Joint probabilistic scheduling and adaptive modulation for queue and channel aware links

机译:队列和通道感知链接的联合概率调度和自适应调制

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Cross-layer design is a promising way to improve Quality of Services (QoS) by making use of the state information from different layers. In this paper, transmissions with random data arrival over fading channels are investigated. Probabilistic scheduling and adaptive modulation aware of both the queue state and the channel state are applied, hence we can formulate a Markov Decision Process. Based on its inherent Markov Reward Process, the average delay and power consumption are analysed and expressed by the steady-state probability distribution. We minimize the average delay given an average power constraint, so that by varying the power constraint, the optimal delay-power tradeoff curve is obtained. It is discovered that the optimization can be transformed into a linear programming. We further study the properties of the optimal scheduling policy and discover that it is threshold-based. These results are validated by numerical and Monte-Carlo simulations.
机译:跨层设计是通过利用来自不同层的状态信息来提高服务质量(QoS)的一种有前途的方法。在本文中,研究了在衰落信道上具有随机数据到达的传输。同时考虑队列状态和信道状态的概率调度和自适应调制被应用,因此我们可以制定一个马尔可夫决策过程。基于其固有的马尔可夫奖励过程,通过稳态概率分布来分析和表示平均延迟和功耗。我们在给定平均功率约束的情况下最小化平均延迟,以便通过改变功率约束来获得最佳延迟-功率折衷曲线。发现该优化可以转化为线性规划。我们进一步研究了最佳调度策略的属性,并发现它是基于阈值的。这些结果已通过数值模拟和蒙特卡洛模拟验证。

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