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Robust Ultra-Low Latency Soft-Decision Decoding of Linear PCM Audio

机译:线性PCM音频的鲁棒超低延迟软判决解码

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Applications such as professional wireless digital microphones require a transmission of practically uncoded high-quality audio with ultra-low latency on the one hand and robustness to error-prone channels on the other hand. The delay restrictions, however, prohibit the utilization of efficient block or convolutional channel codes for error protection. The contribution of this work is fourfold: We revise and summarize concisely a Bayesian framework for soft-decision audio decoding and present three novel approaches to (almost) latency-free robust decoding of uncompressed audio. Bit reliability information from the transmission channel is exploited, as well as short-term and long-term residual redundancy within the audio signal, and optionally some explicit redundancy in terms of a sample-individual block code. In all cases we utilize variants of higher-order linear prediction to compute prediction probabilities in three novel ways: Firstly by employing a serial cascade of multiple predictors, secondly by exploiting explicit redundancy in form of parity bits, and thirdly by utilizing an interpolative forward/backward prediction algorithm. The first two presented approaches work fully delayless, while the third one introduces an ultra-low algorithmic delay of just a few samples. The effectiveness of the proposed algorithms is proven in simulations with BPSK and typical digital microphone FSK modulation schemes on AWGN and bursty fading channels.
机译:诸如专业无线数字麦克风之类的应用程序要求传输实际上未经编码的高质量音频,一方面具有超低延迟,另一方面还具有对易出错通道的鲁棒性。然而,延迟限制禁止将有效的块或卷积信道码用于错误保护。这项工作的贡献有四个方面:我们简要修订和总结了用于软判决音频解码的贝叶斯框架,并提出了三种新颖的方法来(几乎)无延迟地对未压缩音频进行鲁棒解码。利用了来自传输通道的比特可靠性信息,以及音频信号中的短期和长期残余冗余,以及可选的根据样本单个的块码的一些显式冗余。在所有情况下,我们都以三种新颖的方式利用高阶线性预测的变体来计算预测概率:首先通过采用多个预测变量的串行级联,其次通过利用奇偶校验位形式的显式冗余,其次通过利用内插正向/向后预测算法。前两种方法完全无延迟地工作,而第三种方法仅介绍了几个样本的超低算法延迟。 BPSK和典型的数字麦克风FSK调制方案在AWGN和突发衰落信道上的仿真证明了所提出算法的有效性。

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