认知无线电网络中联合频谱感知和主用户定位的鲁棒非负矩阵分解

Z. Hu, R. Ranganathan, Changchun Zhang, R. Qiu, M. Bryant, M. Wicks, Lily Li
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引用次数: 10

摘要

本文提出了一种基于非负矩阵分解的认知无线网络联合频谱感知和主用户定位方法。该方法具有鲁棒性,能够承受恶意攻击或虚假数据注入带来的稀疏干扰。仿真结果表明,该方法对于不同强度和稀疏度的干扰具有较低的定位误差。研究还表明,随着认知无线电的部署,定位性能显著提高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Robust non-negative matrix factorization for joint spectrum sensing and primary user localization in cognitive radio networks
In this paper, a novel approach based on non-negative matrix factorization is applied for joint spectrum sensing and primary user localization in cognitive radio networks. This approach is robust and tolerant to sparse, yet strong interference caused by malicious attack or false data injection. Simulation results clearly indicate that the proposed method is highly effective in yielding low localization error for various strengths and degrees of sparsity of interferer. It is also shown that the localization performance significantly increases with the number of cognitive radios deployed.
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