Title :
A modified sorted-QR decomposition algorithm for parallel processing in MIMO detection
Author :
Lai, Ren-Hao ; Chen, Cheng-Ming ; Ting, Pang-An ; Huang, Yuan-Hao
Author_Institution :
Dept. of Electr. Eng., Nat. Tsing-Hua Univ., Hsinchu, Taiwan
Abstract :
This paper proposes a modified sorted-QR decomposition algorithm for the high-dimensional multiple-input multiple-output (MIMO) detection. Due to the growing demands of high-dimension MIMO channels and large number of OFDM subcarriers, the sorted-QR decomposition becomes one of the computational bottlenecks in the QR-based MIMO detection. The proposed Givens-rotation-based algorithm aims to improve the throughput and the hardware utilization efficiency by relaxing the sorting condition and allowing the cross-column parallel rotation operations. The simulation results show that our proposed parallel algorithm can significantly reduce the minimal computation latency from 28% to 21% of the original algorithm, and the hardware utilization rate can be enhanced from 71% to 90% for 16times16 MIMO using four Given-rotation processing elements. The detection performance degradation is negligible and better hardware efficiency can be obtained for the larger number of MIMO antennas.
Keywords :
MIMO communication; OFDM modulation; antenna arrays; error statistics; iterative methods; matrix decomposition; parallel algorithms; signal detection; wireless channels; BER; Givens-rotation-based algorithm; MIMO channel; OFDM subcarrier; antenna array; cross-column parallel rotation operation; high-dimensional multiple-input multiple-output detection; iterative method; parallel algorithm; parallel processing; sorted-QR decomposition algorithm; Computational modeling; Concurrent computing; Delay; Hardware; MIMO; OFDM; Parallel algorithms; Parallel processing; Sorting; Throughput;
Conference_Titel :
Circuits and Systems, 2009. ISCAS 2009. IEEE International Symposium on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-3827-3
Electronic_ISBN :
978-1-4244-3828-0
DOI :
10.1109/ISCAS.2009.5118028