Title :
Multiuser detection for uplink large-scale MIMO under one-bit quantization
Author :
Shengchu Wang ; Yunzhou Li ; Jing Wang
Author_Institution :
Dept. of Electr. Eng. & Wireless & Mobile Commun., Tsinghua Univ., Beijing, China
Abstract :
In large-scale Multiple Input Multiple Output (MIMO), the number of Base Station (BS) antennas reaches tens even hundreds. If so many radio frequency front-ends adopt the classical receivers, their cost and power consumption during the receiving mode would increase quickly. Consequently, we exploit one-bit Analog Digital Convertor (ADC) to design low-cost and low-power software defined radio receivers for the BS. However, the new problem is how the BS fulfills Multiuser Detection (MUD) based on the one-bit baseband data. Based on the Message Passing De-Quantization (MPDQ) algorithm, an iterative multiuser detector is constructed. Its convergence properties is analyzed by the State Evolution (SE), and then its complexity is proved to be one order of magnitude smaller than that of the Minimum Mean Square Error (MMSE) detector. Simulation results show that the proposed detector outperforms MMSE. Finally, the proposed detector with matrix-vector multiplications is suitable for hardware implementation.
Keywords :
MIMO systems; iterative methods; least mean squares methods; matrix multiplication; multiuser detection; quantisation (signal); radio receivers; software radio; MIMO systems; MMSE detector; MPDQ algorithm; analog digital convertor; base station antennas; iterative MUD; matrix-vector multiplication; message passing de-quantization; minimum mean square error; multiuser detection; one-bit ADC; one-bit quantization; radiofrequency front-ends; software defined radio receivers; uplink large-scale multiple input multiple output; word length 1 bit; Antennas; Detectors; MIMO; Multiuser detection; Quantization (signal); Signal to noise ratio; Uplink;
Conference_Titel :
Communications (ICC), 2014 IEEE International Conference on
Conference_Location :
Sydney, NSW
DOI :
10.1109/ICC.2014.6884023