TY - JOUR
T1 - Zero-Delay Source-Channel Coding with a One-Bit ADC Front End and Correlated Receiver Side Information
AU - Varasteh, Morteza
AU - Rassouli, Borzoo
AU - Simeone, Osvaldo
AU - Gunduz, Deniz
PY - 2017/8/31
Y1 - 2017/8/31
N2 - Zero-delay transmission of a Gaussian source over an additive white Gaussian noise (AWGN) channel is considered with a one-bit analog-to-digital converter (ADC) front end and a 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 one-bit analog-to-digital converter (ADC) front end and a 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 - AWGN channels
KW - correlated side information
KW - Correlation
KW - Decoding
KW - Distortion
KW - distortion outage probability
KW - Joint source channel coding
KW - mean squared error distortion
KW - MIMO
KW - one-bit ADC
KW - Receivers
KW - Signal to noise ratio
KW - zero-delay transmission
UR - http://www.scopus.com/inward/record.url?scp=85029166904&partnerID=8YFLogxK
U2 - 10.1109/TCOMM.2017.2747541
DO - 10.1109/TCOMM.2017.2747541
M3 - Article
AN - SCOPUS:85029166904
SN - 0090-6778
JO - IEEE TRANSACTIONS ON COMMUNICATIONS
JF - IEEE TRANSACTIONS ON COMMUNICATIONS
IS - 99
ER -