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Decision-making scenarios for reducing the computational complexity in a green cognitive radio receiver

机译:减少绿色认知无线电接收机中计算复杂度的决策方案

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摘要

The idea that we highlight in this paper is how to reduce the computational complexity by limiting the processing in the receiver chain. For this we seek for limiting the use of the beamforming process and the equalization process according to the conditions. Indeed, with the cognitive features the receiver observes its environment and decides to either keep or turn off these processes without degrading its performances. The decision method that we developed is based on the statistical modeling of the radio environment, and the purpose of this approach is to minimize the percentage of bad decisions by considering the errors of observation. Furthermore, we first address the two decision scenarios separately and we seek to prove that the decisions to turn off the equalizer and the beamforming, when they are not necessary, lead to reduce the computational complexity of the receiver. Then we focus on the behavior of the receiver facing both decision scenarios. Thus, we formulate the decision problem in two different ways: in the first case we consider that the receiver performs joint decisions about the two operations of beamforming and equalization, in the second case we suppose that it handles the two decision scenarios sequentially. We compare then the performance of the receiver in the two cases.
机译:我们在本文中强调的想法是如何通过限制接收器链中的处理来降低计算复杂性。为此,我们根据条件寻求限制波束成形过程和均衡过程的使用。实际上,具有认知特征的接收者可以观察其周围环境并决定在不降低其性能的情况下保持或关闭这些过程。我们开发的决策方法基于无线电环境的统计模型,该方法的目的是通过考虑观察误差来最大程度地减少不良决策的百分比。此外,我们首先分别解决这两种决策方案,并试图证明关闭均衡器和波束成形的决策在不需要时会降低接收机的计算复杂度。然后,我们将重点放在面对两个决策方案的接收方行为上。因此,我们以两种不同的方式来表达决策问题:在第一种情况下,我们认为接收器执行关于波束成形和均衡这两个操作的联合决策,在第二种情况下,我们假设它顺序处理两个决策场景。然后,我们比较两种情况下接收器的性能。

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