TY - JOUR
T1 - Zero-delay source-channel coding with a 1-Bit ADC front end and correlated receiver side information
AU - Varasteh, Morteza
AU - Rassouli, Borzoo
AU - Simeone, Osvaldo
AU - Gündüz, Deniz
N1 - Funding Information:
Manuscript received February 27, 2017; revised June 30, 2017; accepted August 19, 2017. Date of publication August 31, 2017; date of current version December 15, 2017. M. Varasteh and B. Rassouli have been supported by the British Council Institutional Links Program under grant number 173605884. The work of O. Simeone has received funding from the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme (grant agreement No 725731), and was partially supported by the U.S. NSF through grant CCF-1525629. D. Gunduz has received funding from the European Research Council (ERC) through Starting Grant BEACON (agreement No. 677854). This paper was presented at the 2016 IEEE Information Theory Workshop [1]. The associate editor coordinating the review of this paper and approving it for publication was R. Thobaben. (Corresponding author: Morteza Varasteh.) M. Varasteh, B. Rassouli, and D. Gündüz are with the Department of Electrical and Electronic Engineering, Imperial College London, London SW7 2AZ, U.K. (e-mail: m.varasteh12@imperial.ac.uk; b.rassouli12@imperial.ac.uk; d.gunduz@imperial.ac.uk).
Publisher Copyright:
© 2017 IEEE.
PY - 2017/12
Y1 - 2017/12
N2 - Zero-delay transmission of a Gaussian source over an additive white Gaussian noise (AWGN) channel is considered with a 1-bit analog-to-digital converter (ADC) front end and correlated side information at the receiver. The design of the optimal encoder and decoder is studied for two different performance criteria, namely the mean squared error (MSE) distortion and the distortion outage probability (DOP), under an average power constraint on the channel input. For both criteria, necessary optimality conditions for the encoder and the decoder are derived, which are then used to numerically obtain encoder and decoder mappings that satisfy these conditions. Using these conditions, it is observed that the numerically optimized encoder (NOE) under the MSE distortion criterion is periodic, and its period increases with the correlation between the source and the receiver side information. For the DOP, it is instead seen that the NOE mappings periodically acquire positive and negative values, which decay to zero with increasing source magnitude, and the interval over which the mapping takes non-zero values becomes wider with the correlation between the source and the side information. Finally, inspired by the mentioned properties of the NOE mappings, parameterized encoder mappings with a small number of degrees of freedom are proposed for both distortion criteria, and their performance is compared with that of the NOE mappings.
AB - Zero-delay transmission of a Gaussian source over an additive white Gaussian noise (AWGN) channel is considered with a 1-bit analog-to-digital converter (ADC) front end and correlated side information at the receiver. The design of the optimal encoder and decoder is studied for two different performance criteria, namely the mean squared error (MSE) distortion and the distortion outage probability (DOP), under an average power constraint on the channel input. For both criteria, necessary optimality conditions for the encoder and the decoder are derived, which are then used to numerically obtain encoder and decoder mappings that satisfy these conditions. Using these conditions, it is observed that the numerically optimized encoder (NOE) under the MSE distortion criterion is periodic, and its period increases with the correlation between the source and the receiver side information. For the DOP, it is instead seen that the NOE mappings periodically acquire positive and negative values, which decay to zero with increasing source magnitude, and the interval over which the mapping takes non-zero values becomes wider with the correlation between the source and the side information. Finally, inspired by the mentioned properties of the NOE mappings, parameterized encoder mappings with a small number of degrees of freedom are proposed for both distortion criteria, and their performance is compared with that of the NOE mappings.
KW - 1-bit ADC
KW - Correlated side information
KW - Distortion outage probability
KW - Joint source channel coding
KW - Mean squared error distortion
KW - Zero-delay transmission
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U2 - 10.1109/TCOMM.2017.2747541
DO - 10.1109/TCOMM.2017.2747541
M3 - Article
AN - SCOPUS:85029166904
SN - 1558-0857
VL - 65
SP - 5429
EP - 5444
JO - IEEE Transactions on Communications
JF - IEEE Transactions on Communications
IS - 12
ER -