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Performance of energy detector in the presence of noise uncertainty in cognitive radio networks

机译:认知无线电网络中存在噪声不确定性时能量检测器的性能

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摘要

Energy detector is simple in structure and easy to implement. Therefore, it is a promising candidate for spectrum sensing in cognitive radio networks. However, its detection performance is typically challenged by the noise uncertainty. Thus, the detection performance of energy detector in the presence of noise uncertainty needs to be evaluated. In this paper, we derive the decision rules for the energy detector in the presence of noise uncertainty by employing a widely used model. Firstly, we derive the decision rule for unknown deterministic signal when the noise power is uncertain. Second, we derive the decision rule for random Gaussian distributed signal when there is noise uncertainty. Then, we analyze the detection performance of the energy detector in the presence of noise uncertainty for both unknown deterministic signal and random Gaussian distributed signal. Both theoretical analyses and simulation results show that in the presence of noise uncertainty, our derived decision rules provide precise sensing thresholds for the energy detector. Furthermore, compared with the conventional decision rule obtained by overestimating the noise power, our decision rules provide performance gains in terms of signal to noise ratio.
机译:能量探测器结构简单,易于实现。因此,它是认知无线电网络中频谱感测的有前途的候选者。但是,其检测性能通常受到噪声不确定性的挑战。因此,需要评估在存在噪声不确定性的情况下能量检测器的检测性能。在本文中,我们通过使用广泛使用的模型来推导在存在噪声不确定性的情况下能量检测器的决策规则。首先,当噪声功率不确定时,推导未知信号的决策规则。其次,当存在噪声不确定性时,我们推导了随机高斯分布信号的决策规则。然后,我们针对未知确定性信号和随机高斯分布信号在存在噪声不确定性的情况下分析能量检测器的检测性能。理论分析和仿真结果均表明,在存在噪声不确定性的情况下,我们得出的决策规则为能量检测器提供了精确的检测阈值。此外,与通过高估噪声功率获得的常规决策规则相比,我们的决策规则在信噪比方面提供了性能提升。

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