Cooperative detection over multiple parallel channels: A principle inspired by nature

R. Mathar, A. Schmeink
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引用次数: 1

Abstract

We consider an information theoretic model that describes parallel reception of a common signal by many receivers. The signal is distorted by noise and independently decoded by each receiver. Receivers cooperate in the sense that the outcome is conveyed to a decision center, which makes the final decision on the received signal by a majority vote. A potential scenario which could be described by this model is a cluster of base stations jointly receiving signals from a mobile station and conjoining individual decodings. Similar principles apply for cognitive radio setups where a secondary user employs many weak subcarriers, subject to sudden drop out by occupation from the primary users. The whole system is modeled as a cascade of channels, and quality of information exchange is measured by mutual information. This allows for modeling and optimizing quantization and detection in a unifying approach. Numerical evaluations demonstrate that the increase of mutual information by using additional channels is only logarithmic. 4-QAM is investigated as a concrete example and system performance is numerically investigated. The model in this paper is motivated by one used for describing information exchange in biological neural networks, revealing so called stochastic resonance by adding noise to signals.
多个并行通道上的合作检测:一种受大自然启发的原理
我们考虑了一个信息理论模型,该模型描述了许多接收器并行接收一个公共信号。信号被噪声扭曲,由每个接收机独立解码。接收方的合作方式是将结果传递给决策中心,决策中心根据接收到的信号以多数投票的方式做出最终决定。可以用该模型描述的一种潜在情景是一组基站共同接收来自移动站的信号并连接单独的解码。类似的原理也适用于认知无线电设置,其中次要用户使用许多弱子载波,受主要用户的职业突然退出的影响。整个系统被建模为一个通道级联,并通过互信息来衡量信息交换的质量。这允许在统一的方法中建模和优化量化和检测。数值计算表明,使用附加信道对互信息的增加只是对数的。以4-QAM为具体实例进行了研究,并对系统性能进行了数值研究。本文中的模型是由用于描述生物神经网络中的信息交换的模型驱动的,通过向信号中添加噪声来揭示所谓的随机共振。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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