Title :
Complex QR Decomposition Using Fast Plane Rotations for MIMO Applications
Author :
Awasthi, Abhishek ; Guttal, Rohit ; Al-Dhahir, Naofal ; Balsara, Poras T.
Author_Institution :
Xtendwave, Dallas, TX, USA
Abstract :
QR decomposition (QRD) is widely used in various engineering applications and its implementation has a significant impact on the system performance and complexity. This paper develops a low-complexity QRD algorithm based on fast plane rotations, which does not require square-root operations for decomposing a complex-valued matrix. Furthermore, an update-based implementation is presented where computations are performed incrementally as the data arrives sequentially in time to drastically reduce the overall latency and hardware resources. Practical results for QRD-based spatial correlation estimator are provided to demonstrate the effectiveness of our solution for multiple-input multiple-output (MIMO) systems with complex-valued signals.
Keywords :
MIMO communication; matrix algebra; MIMO; QR decomposition; complex-valued matrix; fast plane rotations; multiple-input multiple-output systems; spatial correlation estimator; square-root operations; Complexity theory; Hardware; MIMO; Matrix decomposition; Memory management; Noise; Least-squares problems; fast plane rotations; square-root free QR-decomposition;
Journal_Title :
Communications Letters, IEEE
DOI :
10.1109/LCOMM.2014.2349995