Optimal Signaling Schemes and Capacity of Non-Coherent Rician Fading Channels With Low-Resolution Output Quantization

Low-resolution analog-to-digital converter (ADC) has been considered as a promising solution to save power and cost in communication systems using high bandwidth and/or multiple RF chains. The goal of this work is to address the design of optimal signaling schemes and establish the capacity limit of...

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Veröffentlicht in:IEEE transactions on wireless communications 2019-06, Vol.18 (6), p.2989-3004
Hauptverfasser: Vu, Minh N., Tran, Nghi H., Wijeratne, Dissanayakage G., Pham, Khanh, Lee, Kye-Shin, Nguyen, Duy H. N.
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Sprache:eng
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Zusammenfassung:Low-resolution analog-to-digital converter (ADC) has been considered as a promising solution to save power and cost in communication systems using high bandwidth and/or multiple RF chains. The goal of this work is to address the design of optimal signaling schemes and establish the capacity limit of Rician fading channels with low-resolution output quantization. This fading channel can be used to accurately model a wide range of wireless channels with the line-of-sight (LOS) components, including emerging mm-wave communications. The focus is on non-coherent fast fading channels where neither the transmitter nor the receiver knows the channel state information (CSI). By examining the continuity of the input-output mutual information, the existence of the optimal input signal is first validated. Then, considering the case of 1-bit ADC, we show that the optimal input is \pi /2 circularly symmetric. A necessary and sufficient condition for an input signal to be optimal, which is referred to as the Kuhn-Tucker condition (KTC), and Lagrangian optimization problem are then established. By exploiting the novel log-quadratic bounds on the Gaussian Q -function, it is then demonstrated that for a given mass point's amplitude, the corresponding rotated mass points through the phase of LOS component must form a square grid centered at zero. Furthermore, the amplitude of the mass points in the optimal distribution can take on only one value. As a result, the capacity-achieving input with 1-bit ADC is a rotated quadrature phase-shift keying (QPSK) constellation, and the rotation angle depends on the Rician factor. The characterization of the optimal input has also been extended to the case of multi-bit ADCs. Specifically, it is shown that for a K -bit ADC, the optimal input is discrete having atmost 2^{2K} mass points. In both the cases of 1-bit and K -bit ADCs, the channel capacities are established in closed-form.
ISSN:1536-1276
1558-2248
DOI:10.1109/TWC.2019.2907952