Fuzzy logic for robust detection in wireless communications

A. Pérez-Neira, M. Lagunas, J. Bas
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引用次数: 5

Abstract

This work addresses the problem of spatial reference estimation in mobile scenarios. Novel techniques based on fuzzy logic are introduced to enhance the performance of a tracking system. Specifically, the model-free function approximation capability of fuzzy logic is used to obtain high resolution angle estimates from the spatial spectral density. These estimates are used to improve the resolution of the tracker. To the authors knowledge it is the first time that fuzzy logic is introduced in array spectral estimation. This work also develops a fuzzy controller for acting as an interpolative supervisor of different trackers that apply in different operating conditions of the dynamic nonlinear system. The result is a localization and tracking system that attains a resolution comparable to that of high resolution techniques as the minimum variance or Capon estimator. One of the main features of the proposed technique is its low computational burden. In summary, the presented system supports the expectation of adaptive arrays for obtaining a communication front-end of affordable complexity, developing cost and good performance.
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模糊逻辑在无线通信中的鲁棒检测
这项工作解决了移动场景中空间参考估计的问题。引入了基于模糊逻辑的新技术来提高跟踪系统的性能。具体来说,利用模糊逻辑的无模型函数逼近能力,从空间谱密度中获得高分辨率的角度估计。这些估计值用于提高跟踪器的分辨率。据作者所知,这是首次将模糊逻辑引入到阵列谱估计中。本文还开发了一种模糊控制器,用于在动态非线性系统的不同运行条件下作为不同跟踪器的内插监督器。结果是一个定位和跟踪系统,其分辨率可与高分辨率技术(如最小方差或Capon估计器)相媲美。该技术的主要特点之一是计算量小。综上所述,本系统支持自适应阵列的期望,以获得可负担的复杂性,开发成本和良好的性能。
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