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Compressed sensing-based unequal error protection by linear codes

机译:基于线性编码的基于压缩感知的不等错误保护

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摘要

In many wireless communication systems, data can be divided into different importance levels. For these systems, unequal error protection (UEP) techniques are used to ensure lower bit error rate for the more important classes. Moreover, if the precise characteristics of the channel are known, UEP can be used to correctly recover the more important classes even under severe receiving conditions. In this study, a UEP scheme based on compressed sensing via a linear program is proposed. Discrete wavelet transform (DWT) is chosen as the sparsifying basis, and then DWT-coded information is divided into two-layered coded streams, each of which is transmitted differentially by applying an unequal number of information bits in linear codes according to the time-varying characteristic of the corrupted channel. In this proposed transmission scheme, the more important information is to guarantee error-free transmission. At the decoder, one can simply reconstruct the signal via the l1-minimisation algorithm. Simulation results show that the proposed scheme can achieve a higher peak signal-to-noise ratio (PSNR) and obviously improve the error resilience compared to the equal error protection scheme and other UEP methods. More importantly, with the increase of channel corrupted ratio, the drop rate of PSNR is much slower than other solutions. It indicates that the proposed method has better robustness for severe channel conditions.
机译:在许多无线通信系统中,数据可以分为不同的重要性级别。对于这些系统,不等错误保护(UEP)技术用于确保较重要类别的误码率较低。此外,如果知道信道的精确特性,则即使在严酷的接收条件下,UEP仍可用于正确恢复更重要的类别。在这项研究中,提出了一种基于线性程序的压缩感知的UEP方案。选择离散小波变换(DWT)作为稀疏基础,然后将DWT编码的信息划分为两层编码流,通过根据时间间隔在线性编码中应用不等数量的信息比特来差分传输每个流。损坏通道的变化特征。在此提出的传输方案中,更重要的信息是确保无差错传输。在解码器上,可以通过 l 1 最小化算法简单地重建信号。仿真结果表明,与同等差错保护方案和其他UEP方法相比,该方案可以实现更高的峰值信噪比(PSNR),并且明显提高了差错恢复能力。更重要的是,随着信道损坏率的增加,PSNR的下降速率比其他解决方案要慢得多。这表明该方法在恶劣的信道条件下具有较好的鲁棒性。

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