On the Capacity of MISO Channels With One-Bit ADCs and DACs

A one-bit wireless transceiver is a promising communication architecture that not only can facilitate the design of mmWave communication systems but also can extremely diminish power consumption. The non-linear distortion effects by one-bit quantization at the transceiver, however, change the fundamental limits of communication rates. In this paper, the capacity of a multiple-input single-output (MISO) fading channel with one-bit transceiver is characterized in a closed form when perfect channel state information (CSI) is available at both a transmitter and a receiver. One major finding is that the capacity-achieving transmission strategy is to uniformly use four multi-dimensional constellation points. The four multi-dimensional constellation points are optimally chosen as a function of the channel and the signal-to-noise ratio (SNR) among the channel input set constructed by the spatial lattice modulation method. As a byproduct, it is shown that a few-bit CSI feedback suffices to achieve the capacity. For the case when CSI is not perfectly known to the receiver, practical channel training and CSI feedback methods are presented, which effectively exploit the derived capacity-achieving transmission strategy.

[1]  Upamanyu Madhow,et al.  Multi-Gigabit Communication : the ADC Bottleneck , 2009 .

[2]  Upamanyu Madhow,et al.  On the limits of communication with low-precision analog-to-digital conversion at the receiver , 2009, IEEE Transactions on Communications.

[3]  Robert W. Heath,et al.  Hybrid Architectures With Few-Bit ADC Receivers: Achievable Rates and Energy-Rate Tradeoffs , 2016, IEEE Transactions on Wireless Communications.

[4]  Robert W. Heath,et al.  Limited feedback in multiple-antenna systems with one-bit quantization , 2015, 2015 49th Asilomar Conference on Signals, Systems and Computers.

[5]  A.P. Chandrakasan,et al.  A baseband processor for impulse ultra-wideband communications , 2005, IEEE Journal of Solid-State Circuits.

[6]  Josef A. Nossek,et al.  On Ultra-Wideband MIMO Systems with 1-bit Quantized Outputs: Performance Analysis and Input Optimization , 2007, 2007 IEEE International Symposium on Information Theory.

[7]  Josef A. Nossek,et al.  Analysis of Rayleigh-fading channels with 1-bit quantized output , 2008, 2008 IEEE International Symposium on Information Theory.

[8]  P. Grant,et al.  Spatial modulation for multiple-antenna wireless systems: a survey , 2011, IEEE Communications Magazine.

[9]  Ali Ghrayeb,et al.  Generalized space shift keying modulation for MIMO channels , 2008, 2008 IEEE 19th International Symposium on Personal, Indoor and Mobile Radio Communications.

[10]  Raed Mesleh,et al.  Quadrature Spatial Modulation , 2015, IEEE Transactions on Vehicular Technology.

[11]  Lajos Hanzo,et al.  Design Guidelines for Spatial Modulation , 2015, IEEE Communications Surveys & Tutorials.

[12]  Josef A. Nossek,et al.  Analysis of 1-bit output noncoherent fading channels in the low SNR regime , 2009, 2009 IEEE International Symposium on Information Theory.

[13]  Namyoon Lee,et al.  Spatial Lattice Modulation for MIMO Systems , 2018, IEEE Transactions on Signal Processing.

[14]  Josef A. Nossek,et al.  Low SNR Asymptotic Rates of Vector Channels With One-Bit Outputs , 2017, IEEE Transactions on Information Theory.

[15]  Robert W. Heath,et al.  Spatially Sparse Precoding in Millimeter Wave MIMO Systems , 2013, IEEE Transactions on Wireless Communications.

[16]  Josef A. Nossek,et al.  Capacity and coding for quantized MIMO systems , 2006, IWCMC '06.

[17]  Namyoon Lee,et al.  Blind detection for MIMO systems with low-resolution ADCs using supervised learning , 2016, 2017 IEEE International Conference on Communications (ICC).

[18]  J. Nicholas Laneman,et al.  Power-performance analysis of a simple one-bit transceiver , 2017, 2017 Information Theory and Applications Workshop (ITA).

[19]  S. Kak Information, physics, and computation , 1996 .

[20]  Namyoon Lee,et al.  Supervised-Learning-Aided Communication Framework for MIMO Systems With Low-Resolution ADCs , 2016, IEEE Transactions on Vehicular Technology.

[21]  Robert W. Heath,et al.  MIMO Precoding and Combining Solutions for Millimeter-Wave Systems , 2014, IEEE Communications Magazine.

[22]  J. Nicholas Laneman,et al.  Capacity of multiple one-bit transceivers in a Rayleigh environment , 2018, 2018 IEEE Wireless Communications and Networking Conference (WCNC).

[23]  Josef A. Nossek,et al.  MMSE precoder for massive MIMO using 1-bit quantization , 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[24]  Harald Haas,et al.  Spatial Modulation , 2008, IEEE Transactions on Vehicular Technology.

[25]  Wei Yu,et al.  One-Bit Precoding and Constellation Range Design for Massive MIMO With QAM Signaling , 2018, IEEE Journal of Selected Topics in Signal Processing.

[26]  Robert H. Walden,et al.  Analog-to-digital converter survey and analysis , 1999, IEEE J. Sel. Areas Commun..

[27]  Amine Mezghani,et al.  Minimum probability-of-error perturbation precoding for the one-bit massive MIMO downlink , 2017, 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[28]  Theodore S. Rappaport,et al.  Radiocommunications , 1967, Revue Internationale de la Croix-Rouge.

[29]  Jintao Wang,et al.  Generalised Spatial Modulation System with Multiple Active Transmit Antennas and Low Complexity Detection Scheme , 2012, IEEE Transactions on Wireless Communications.

[30]  A. Lee Swindlehurst,et al.  Millimeter-wave massive MIMO: the next wireless revolution? , 2014, IEEE Communications Magazine.

[31]  David James Love,et al.  On the Achievable Rate of Generalized Spatial Modulation Using Multiplexing Under a Gaussian Mixture Model , 2016, IEEE Transactions on Communications.

[32]  Namyoon Lee,et al.  Reinforcement-learning-aided ML detector for uplink massive MIMO systems with low-precision ADCs , 2018, 2018 IEEE Wireless Communications and Networking Conference (WCNC).

[33]  Robert W. Heath,et al.  Capacity Analysis of One-Bit Quantized MIMO Systems With Transmitter Channel State Information , 2014, IEEE Transactions on Signal Processing.

[34]  Josef A. Nossek,et al.  Challenges in Coding for Quantized MIMO Systems , 2006, 2006 IEEE International Symposium on Information Theory.

[35]  Brian M. Sadler,et al.  Monobit digital receivers for ultrawideband communications , 2005, IEEE Transactions on Wireless Communications.