Blind detection for MIMO systems with low-resolution ADCs using supervised learning

YS Jeon, SN Hong, N Lee - 2017 IEEE International …, 2017 - ieeexplore.ieee.org
… (ML) detector that uses a convex-optimization technique has been proposed for the MIMO
… B-bit scalar quantization to the input signal. We adopt B-bit uniform scalar quantizer at the …

[图书][B] Massive Multi-Antenna Communications with low resolution data converters

S Jacobsson - 2019 - research.chalmers.se
… We define a Q-bit quantizer by a set of 2Q quantization labels L = {l0,l1,...,l2Q−1} and a set
of … For the case of nonuniform quantization, the MSEoptimal set of quantization labels L and …

Deep learning for estimation and pilot signal design in few-bit massive MIMO systems

LV Nguyen, DHN Nguyen… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… channel estimation where low-resolution ADCs were used for … Data detection for low-resolution
massive MIMO systems has … data is known to be sub-optimal in low-resolution quantized

Analysis of Oversampling in Uplink Massive MIMO-OFDM with Low-Resolution ADCs

M Ma, NT Nguyen, I Atzeni… - 2023 IEEE 24th …, 2023 - ieeexplore.ieee.org
… and spatial correlation of the quantization distortion, we derive … considered low-resolution
massive MIMO-OFDM system can … Max quantizer is generally non-uniform, and the optimal C …

Throughput analysis of massive MIMO uplink with low-resolution ADCs

S Jacobsson, G Durisi, M Coldrey… - IEEE Transactions …, 2017 - ieeexplore.ieee.org
optimal in the presence of quantization at the receiver [34]–[36]. For example, for the 1-bit …
the rate achievable in a low-resolution quantized massive MIMO uplink system. In contrast to […

Performance analysis of quantized uplink massive MIMO-OFDM with oversampling under adjacent channel interference

AB Üçüncü, E Björnson, H Johansson… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
… have proposed optimal/near optimal non-linear detectors for … an OFDM system under
frequency selective channel with … block is assumed to have low-resolution in this study. Another …

Differential modulation in massive MIMO with low-resolution ADCs

DR Emenonye, C Dietrich… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… In [9], a MIMOOFDM system with low-resolution ADCs is … To elaborate we define the
quantization function as q = Q(s), … problem in the above equation is similar to the optimization

Effect of quantization range limit for low-resolution analog-to-digital converters in full-digital massive MIMO system

P Gao, Y Sanada - 2019 IEEE VTS Asia Pacific Wireless …, 2019 - ieeexplore.ieee.org
… The various analysis and the impacts of low-resolution ADCs in the … best quantization range
at the receiver of the OFDM system with a single antenna and distortion due to quantization

RCNet: Incorporating structural information into deep RNN for online MIMO-OFDM symbol detection with limited training

Z Zhou, L Liu, S Jere, J Zhang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… ) or the quantization error due to the low resolution of analog-to… Also, to the best of our
knowledge, we did not find existing … symbol detection in a MIMO-OFDM system with quantized CSI. …

Robust learning-based ML detection for massive MIMO systems with one-bit quantized signals

J Choi, Y Cho, BL Evans… - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
… case of low-resolution ADCs, one-bit ADC systems have … quantized signals within the training.
Accordingly, the base station (BS) can directly perform the ML detection which is optimal in …