Title :
Adaptive reduced-rank MBER linear receive processing using joint interpolation, switched decimation and filtering for large multiuser MIMO systems
Author :
Yunlong Cai ; de Lamare, Rodrigo C.
Author_Institution :
Dept. of ISEE, Zhejiang Univ., Hangzhou, China
Abstract :
In this work, we propose a novel adaptive reduced-rank strategy based on joint interpolation, decimation and filtering (JIDF) for large multiuser multiple-input multiple-output (MIMO) systems. In this scheme, a reduced-rank framework is proposed for linear receive processing and multiuser interference suppression according to the minimization of the bit error rate (BER) cost function. We present a structure with multiple processing branches that performs dimensionality reduction, where each branch contains a group of jointly optimized interpolation and decimation units, followed by a linear receive filter. We then develop stochastic gradient (SG) algorithms to compute the parameters of the interpolation and receive filters along with a low-complexity decimation technique. Simulation results are presented for time-varying environments and show that the proposed MBER-JIDF receive processing strategy and algorithms achieve a superior performance to existing methods at a reduced complexity.
Keywords :
MIMO communication; adaptive filters; communication complexity; error statistics; gradient methods; interference suppression; interpolation; minimisation; multi-access systems; BER cost function; MBER-JIDF receive processing strategy; SG algorithm; adaptive reduced-rank MBER linear receive processing; bit error rate cost function; decimation units; dimensionality reduction; filtering; joint interpolation; linear receive filter; low-complexity decimation technique; minimization; multiuser MIMO systems; multiuser interference suppression; multiuser multiple-input multiple-output systems; optimized interpolation; reduced complexity; reduced-rank framework; stochastic gradient algorithm; switched decimation; time-varying environments; Algorithm design and analysis; Bit error rate; Interpolation; Joints; MIMO; Signal processing algorithms; Vectors; Adaptive filtering; massive MIMO; minimum-BER; reduced-rank techniques; stochastic gradient algorithms;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/ICASSP.2013.6638551