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Design of optimal convolutional codes for joint decoding of correlated sources in wireless sensor networks

机译:相关系统联合解码的最优卷积码设计   无线传感器网络中的来源

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摘要

We consider a wireless sensors network scenario where two nodes detectcorrelated sources and deliver them to a central collector via a wireless link.Differently from the Slepian-Wolf approach to distributed source coding, in theproposed scenario the sensing nodes do not perform any pre-compression of thesensed data. Original data are instead independently encoded by means oflow-complexity convolutional codes. The decoder performs joint decoding withthe aim of exploiting the inherent correlation between the transmitted sources.Complexity at the decoder is kept low thanks to the use of an iterative jointdecoding scheme, where the output of each decoder is fed to the other decoder'sinput as a-priori information. For such scheme, we derive a novel analyticalframework for evaluating an upper bound of joint-detection packet errorprobability and for deriving the optimum coding scheme. Experimental resultsconfirm the validity of the analytical framework, and show that recursive codesallow a noticeable performance gain with respect to non-recursive codingschemes. Moreover, the proposed recursive coding scheme allows to approach theideal Slepian-Wolf scheme performance in AWGN channel, and to clearlyoutperform it over fading channels on account of diversity gain due tocorrelation of information.
机译:我们考虑了一个无线传感器网络场景,其中两个节点检测相关的源并通过无线链路将它们传递到中央收集器。与Slepian-Wolf方法进行分布式源编码不同,在建议的场景中,传感节点不执行任何预压缩。感应数据。相反,原始数据通过低复杂度卷积码独立编码。解码器执行联合解码的目的是利用发射源之间的固有相关性。由于使用了迭代联合解码方案,因此将解码器的复杂度保持在较低水平,其中每个解码器的输出作为-priori信息。对于这种方案,我们得出了一种新颖的分析框架,用于评估联合检测数据包错误概率的上限并得出最佳编码方案。实验结果证实了分析框架的有效性,并表明相对于非递归编码方案,递归编码具有明显的性能提升。此外,所提出的递归编码方案允许接近AWGN信道中的理想Slepian-Wolf方案性能,并且由于信息相关性而导致的分集增益,使其在衰落信道上的性能明显优于后者。

著录项

  • 作者

    Abrardo, A.;

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  • 年度 2007
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  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
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