Title :
Robust Ultra-Low Latency Soft-Decision Decoding of Linear PCM Audio
Author :
Pflug, Florian ; Fingscheidt, Tim
Author_Institution :
Inst. for Commun. Technol., Tech. Univ. Braunschweig, Braunschweig, Germany
Abstract :
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.
Keywords :
AWGN; audio coding; channel coding; convolutional codes; fading channels; frequency shift keying; microphones; phase shift keying; reliability; AWGN; BPSK; Bayesian framework; audio signal; bit reliability information; bursty fading channels; convolutional channel codes; delay restrictions; digital microphone FSK modulation; error protection; error-prone channels; forward-backward prediction algorithm; higher-order linear prediction; latency-free robust decoding; linear PCM audio; long-term residual redundancy; multiple predictors; parity bits; prediction probabilities; professional wireless digital microphones; robust ultra-low latency soft-decision decoding; sample-individual block code; short-term residual redundancy; soft-decision audio decoding; transmission channel; ultralow algorithmic delay; uncoded high-quality audio; uncompressed audio; Bayes methods; Decoding; Markov processes; Microphones; Redundancy; Robustness; Speech; Audio decoding; Bayesian methods; error concealment; normalized least-mean-square (NLMS) algorithm; prediction methods;
Journal_Title :
Audio, Speech, and Language Processing, IEEE Transactions on
DOI :
10.1109/TASL.2013.2273716