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Optimal energy-delay tradeoff policies in cognitive radio networks

机译:认知无线电网络中的最佳能量延迟权衡策略

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摘要

Cognitive radio (CR) has been considered as a promising technology to enhance spectrum efficiency via opportunistic transmission at link level. We consider Opportunistic Spectrum Access (OSA) mechanism that takes into account packet delay and energy consumption. We formulate the OSA problem as a Partially Observable Markov Decision Process (POMDP) by explicitly considering the energy constraint as well as, the delay constraint, which are often ignored in existing OSA solutions. Specifically, we consider a POMDP with an average reward criterion. We further consider that the secondary user (SU) may decide, at any moment, to use another dedicated way (3G) of communication in order to transmit its packets. We derive structural properties of the value function and we show the existence of optimal strategies in the class of the threshold strategies. In particular, numerical illustrations validate our theoretical findings. It is shown that optimal policy has a threshold structure.
机译:认知无线电(CR)被认为是通过链路级的机会传输来提高频谱效率的有前途的技术。我们考虑机会频谱访问(OSA)机制,该机制考虑了数据包延迟和能耗。我们通过明确考虑能量约束以及延迟约束,将OSA问题公式化为部分可观察的马尔可夫决策过程(POMDP),而在现有的OSA解决方案中通常会忽略这些约束。具体来说,我们考虑具有平均奖励标准的POMDP。我们进一步认为,次要用户(SU)可以随时决定使用另一种专用的通信方式(3G)来传输其数据包。我们推导了价值函数的结构性质,并在阈值策略类别中显示了最优策略的存在。特别是,数字插图验证了我们的理论发现。结果表明,最优策略具有阈值结构。

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