MAC protocol identification approach for implement smart cognitive radio

Sanqing Hu, Yu-dong Yao, Zhuo Yang
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引用次数: 49

Abstract

Cognitive radio (CR) is regarded as a solution to address the spectrum scarcity issue in wireless communications. In CR, an unlicensed network user is enabled to dynamically/adaptively access the frequency channels according to the current state of the radio environment and, therefore, CR refers to a smart radio as defined in an “observe-learn-decision” cognitive cycle. In this paper, we consider the medium access control (MAC) protocols as radio parameters in the cognitive cycle, and propose a new approach called MAC protocol identification to implement smart cognitive MAC. The MAC protocol identification approach enables CR users to sense and identify the network MAC protocol types. The identification results will be used by CR users to adaptively change their transmission parameters in order to improve the spectrum hole utilization efficiency, save energy, minimize the interference to the primary users, as well as facilitate communications among heterogeneous CR networks. To verify that the MAC protocol identification is feasible, we propose a MAC identification process based on machine learning techniques in this paper, and some experimental results are presented.
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实现智能认知无线电的MAC协议识别方法
认知无线电(CR)被认为是解决无线通信频谱短缺问题的一种方法。在CR中,允许未经许可的网络用户根据无线电环境的当前状态动态/自适应地访问频率通道,因此,CR指的是在“观察-学习-决策”认知周期中定义的智能无线电。本文将介质访问控制(MAC)协议作为认知周期中的无线电参数,提出了一种新的MAC协议识别方法来实现智能认知MAC。MAC协议识别方法使CR用户能够感知和识别网络MAC协议类型。识别结果将用于CR用户自适应地改变其传输参数,以提高频谱孔利用效率,节省能源,最大限度地减少对主用户的干扰,并促进异构CR网络之间的通信。为了验证MAC协议识别的可行性,本文提出了一种基于机器学习技术的MAC识别过程,并给出了一些实验结果。
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