Random matrix theory based spectrum sensing for cognitive radio networks

A. Ahmed, Y. F. Hu, J. Noras, P. Pillai, R. Abd‐Alhameed, Aleister Smith
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引用次数: 5

Abstract

Dynamic Spectrum Access (DSA) for secondary usage of underutilized radio spectrum is currently of great interest for radio regulatory authorities and for cellular network operators. However, the co-existence of multiple devices operating in the same bands, such as wireless microphones which also operate in TV bands, poses a challenge to DSA. Efficient and proactive spectrum sensing could prevent harmful interference between collocated devices, but existing blind spectrum sensing schemes such as energy detection and schemes based on Random Matrix Theory (RMT) have performance limitations. We propose a new blind spectrum sensing scheme for cognitive radio. The proposed scheme uses a new formula for the estimation of noise variance. The scheme has been evaluated through extensive simulations on wireless microphone signals and shows higher performance as compared to energy detection and RMT-based sensing schemes such as MME and EME. It also shows higher performance in terms of probability of detection (Pd).
基于随机矩阵理论的认知无线电网络频谱感知
对未充分利用的无线电频谱进行二次利用的动态频谱接入(DSA)是目前无线电管理部门和蜂窝网络运营商非常感兴趣的问题。然而,在同一频段工作的多个设备共存,例如也在电视频段工作的无线麦克风,对DSA提出了挑战。高效、主动的频谱感知能够有效防止设备间的有害干扰,但现有的能量检测和基于随机矩阵理论(RMT)的盲频谱感知方案存在性能局限性。提出了一种新的认知无线电盲频谱感知方案。该方案采用了一种新的噪声方差估计公式。该方案已通过对无线麦克风信号的大量模拟进行了评估,与能量检测和基于rmt的传感方案(如MME和EME)相比,显示出更高的性能。它在检测概率(Pd)方面也显示出更高的性能。
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