Title :
A low complexity iterative soft-decision feedback MMSE-PIC detection algorithm for massive MIMO
Author :
Licai Fang ; Lu Xu ; Qinghua Guo ; Defeng Huang ; Nordholm, Sven
Author_Institution :
Sch. of EECE, Univ. of Western Australia, Crawley, WA, Australia
Abstract :
In MIMO applications, the minimum mean square error parallel interference cancellation (MMSE-PIC) based Soft-Input Soft-Output (SISO) detector has been widely adopted because of its low complexity and good bit error rate (BER) performance. In this paper, we firstly propose to use a Gaussian model based MMSE detection algorithm to implement MMSE-PIC with low complexity. This algorithm, which can detect a length-Nr received data block by a single Hermitian matrix (sized Nt × Nt) inversion, is especially preferable in Massive MIMO up-link applications where the number of transmit antennas Nt from each end terminal is much less than the number of receive antennas Nr in the Base Station. Then we derive a new method to calculate the matrix inversion by a linear combination of two matrices, which reduces the complexity from O(Nt3) to O(Nt2). At last, in order to improve the system performance for the first pass when there is no a priori information available, a self-iteration method is proposed and thus a system performance gain of 1dB to 2dB is achieved at the cost of modest complexity increase.
Keywords :
Gaussian processes; Hermitian matrices; MIMO communication; antenna arrays; error statistics; feedback; interference suppression; iterative methods; least mean squares methods; radiofrequency interference; receiving antennas; transmitting antennas; BER; Gaussian model; Hermitian matrix inversion; SISO detector; base station; bit error rate; iterative soft-decision feedback MMSE-PIC detection algorithm; massive MIMO up-link applications; minimum mean square error parallel interference cancellation; receive antennas; self-iteration method; soft-input soft-output detector; transmit antennas; Complexity theory; Decoding; MIMO; Modulation; Silicon;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
Conference_Location :
South Brisbane, QLD
DOI :
10.1109/ICASSP.2015.7178509