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A Power Efficient Sensing/Communication Scheme: Joint Source-Channel-Network Coding by Using Compressive Sensing

机译:高效传感/通信方案:联合   利用压缩感知进行信源 - 网络编码

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摘要

We propose a joint source-channel-network coding scheme, based on compressivesensing principles, for wireless networks with AWGN channels (that may includemultiple access and broadcast), with sources exhibiting temporal and spatialdependencies. Our goal is to provide a reconstruction of sources within anallowed distortion level at each receiver. We perform joint source-channelcoding at each source by randomly projecting source values to a lowerdimensional space. We consider sources that satisfy the restricted eigenvalue(RE) condition as well as more general sources for which the randomness of thenetwork allows a mapping to lower dimensional spaces. Our approach relies onusing analog random linear network coding. The receiver uses compressivesensing decoders to reconstruct sources. Our key insight is the fact that,compressive sensing and analog network coding both preserve the sourcecharacteristics required for compressive sensing decoding.
机译:我们基于压缩感知原理,为具有AWGN信道(可能包括多个访问和广播)的无线网络提出了一种联合的源-信道-网络编码方案,其源具有时间和空间依赖性。我们的目标是在每个接收器处提供可允许失真水平内的信号源重构。我们通过将源值随机投影到低维空间,在每个源上执行联合源通道编码。我们考虑满足受限特征值(RE)条件的源以及网络随机性允许映射到较低维空间的更一般的源。我们的方法依赖于使用模拟随机线性网络编码。接收器使用压缩感测解码器来重构源。我们的主要见识是这样一个事实,即压缩感测和模拟网络编码都保留了压缩感测解码所需的源特征。

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