Distributed Spectrum Cartography for Cognitive Radio Network with Convex Optimization

Zhanglin Chen, Chaoyong Li
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Abstract

Cognitive radio is a new technology used to solve the problem of spectrum resource shortage, which includes spectrum sensing and spectrum allocation. Spectrum sensing is the perception of wireless environment, which can be regarded as the field estimation problem of a certain spatial region. The visualization of the field estimation problem is spectrum cartography or spectrum mapping. Spectrum cartography based on convex optimization has been studied, but distributed projection subgradient solution has not been applied yet. In this paper, a cognitive radio spectrum cartography technology based on distributed projection subgradient is established, which focuses on the sensing of spectrum information of the transmitting source. Considering the unknown quantities in space and frequency domain of this question, this paper uses two assumptions of virtual grid and basis expansion model to transform the problem into a convex optimization equation with sparsity, and then solve the problem by the distributed projection subgradient algorithm.
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基于凸优化的认知无线网络分布式频谱制图
认知无线电是一种解决频谱资源短缺问题的新技术,包括频谱感知和频谱分配。频谱感知是对无线环境的感知,可以看作是对某一空间区域的场估计问题。场估计问题的可视化是频谱制图或频谱制图。基于凸优化的频谱制图已经得到了研究,但分布式投影亚梯度解尚未得到应用。本文建立了一种基于分布式投影亚梯度的认知无线电频谱制图技术,其重点是对发射源频谱信息的感知。考虑到该问题在空间域和频域的未知量,本文采用虚拟网格和基展开模型两种假设,将该问题转化为具有稀疏性的凸优化方程,然后采用分布式投影子梯度算法求解。
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