Hardware Implementation of a MIMO Decoder Using Matrix Factorization Based Channel Estimation

被引:0
|
作者
Islam, Mohammad Tariqul [1 ]
Numan, Mostafa Wasiuddin [1 ]
Misran, Norbahiah [1 ]
Ali, Mohd Alauddin Mohd [1 ]
Singh, Mandeep [1 ]
机构
[1] Univ Kebangsaan Malaysia, Inst Space Sci ANGKASA, Ukm Bangi 43600, Selangor, Malaysia
关键词
MIMO; Channel Estimation; Matrix Factorization; FPGA; Hardware Implementation; WIRELESS COMMUNICATIONS; SYSTEMS;
D O I
10.1515/FREQ.2011.012
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents an efficient hardware realization of multiple-input multiple-output (MIMO) wireless communication decoder that utilizes the available resources by adopting the technique of parallelism. The hardware is designed and implemented on Xilinx Virtex (TM)-4 XC4VLX60 field programmable gate arrays (FPGA) device in a modular approach which simplifies and eases hardware update, and facilitates testing of the various modules independently. The decoder involves a proficient channel estimation module that employs matrix factorization on least squares (LS) estimation to reduce a full rank matrix into a simpler form in order to eliminate matrix inversion. This results in performance improvement and complexity reduction of the MIMO system. Performance evaluation of the proposed method is validated through MATLAB simulations which indicate 2 dB improvement in terms of SNR compared to LS estimation. Moreover complexity comparison is performed in terms of mathematical operations, which shows that the proposed approach appreciably outperforms LS estimation at a lower complexity and represents a good solution for channel estimation technique.
引用
收藏
页码:79 / 85
页数:7
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