Cordic-based Givens QR decomposition for MIMO detectors
The object of the thesis research is to realize a complex-valued QR decomposition (QRD) algorithm on FPGAs for MIMO communication systems. The challenge is to implement a QRD processor that efficiently utilizes hardware resources to meet throughput requirements in MIMO systems. By studying the bas...
Main Author: | |
---|---|
Other Authors: | |
Format: | Others |
Language: | en_US |
Published: |
Georgia Institute of Technology
2014
|
Subjects: | |
Online Access: | http://hdl.handle.net/1853/50256 |
id |
ndltd-GATECH-oai-smartech.gatech.edu-1853-50256 |
---|---|
record_format |
oai_dc |
spelling |
ndltd-GATECH-oai-smartech.gatech.edu-1853-502562014-04-23T03:32:59ZCordic-based Givens QR decomposition for MIMO detectorsRen, MinzhenCORDICGivens rotationsQR decompositionMIMOSorted-QR decompositionFPGAMIMO systemsWireless communication systemsDecomposition methodThe object of the thesis research is to realize a complex-valued QR decomposition (QRD) algorithm on FPGAs for MIMO communication systems. The challenge is to implement a QRD processor that efficiently utilizes hardware resources to meet throughput requirements in MIMO systems. By studying the basic QRD algorithm using Givens rotations and the CORDIC algorithm, the thesis develops a master-slave structure to more efficiently implement CORDIC-based Givens rotations compared to traditional methods. Based on the master-slave structure, an processing-element array architecture is proposed to further improve result precision and to achieve near-theoretical latency with parallelized normalization and rotations. The proposed architecture also demonstrates flexible scalability through implementations for different sizes of QRDs. The QRD implementations can process 7.41, 1.90 and 0.209 million matrices per second for two by two, four by four and eight by eight QRDs respectively. This study has built the foundation to develop QRD processors that can fulfill high throughput requirements for MIMO systems.Georgia Institute of TechnologyMa, XiaoliAnderson, David V.2014-01-13T16:20:57Z2014-01-13T16:20:57Z2013-122013-10-14December 20132014-01-13T16:20:57ZThesisapplication/pdfhttp://hdl.handle.net/1853/50256en_US |
collection |
NDLTD |
language |
en_US |
format |
Others
|
sources |
NDLTD |
topic |
CORDIC Givens rotations QR decomposition MIMO Sorted-QR decomposition FPGA MIMO systems Wireless communication systems Decomposition method |
spellingShingle |
CORDIC Givens rotations QR decomposition MIMO Sorted-QR decomposition FPGA MIMO systems Wireless communication systems Decomposition method Ren, Minzhen Cordic-based Givens QR decomposition for MIMO detectors |
description |
The object of the thesis research is to realize a complex-valued QR decomposition (QRD) algorithm on FPGAs for MIMO communication systems.
The challenge is to implement a QRD processor that efficiently utilizes hardware resources to meet throughput requirements in MIMO systems.
By studying the basic QRD algorithm using Givens rotations and the CORDIC algorithm, the thesis develops a master-slave structure to more efficiently implement CORDIC-based Givens rotations compared to traditional methods.
Based on the master-slave structure, an processing-element array architecture is proposed to further improve result precision and to achieve near-theoretical latency with parallelized normalization and rotations.
The proposed architecture also demonstrates flexible scalability through implementations for different sizes of QRDs.
The QRD implementations can process 7.41, 1.90 and 0.209 million matrices per second for two by two, four by four and eight by eight QRDs respectively. This study has built the foundation to develop QRD processors that can fulfill high throughput requirements for MIMO systems. |
author2 |
Ma, Xiaoli |
author_facet |
Ma, Xiaoli Ren, Minzhen |
author |
Ren, Minzhen |
author_sort |
Ren, Minzhen |
title |
Cordic-based Givens QR decomposition for MIMO detectors |
title_short |
Cordic-based Givens QR decomposition for MIMO detectors |
title_full |
Cordic-based Givens QR decomposition for MIMO detectors |
title_fullStr |
Cordic-based Givens QR decomposition for MIMO detectors |
title_full_unstemmed |
Cordic-based Givens QR decomposition for MIMO detectors |
title_sort |
cordic-based givens qr decomposition for mimo detectors |
publisher |
Georgia Institute of Technology |
publishDate |
2014 |
url |
http://hdl.handle.net/1853/50256 |
work_keys_str_mv |
AT renminzhen cordicbasedgivensqrdecompositionformimodetectors |
_version_ |
1716665907468566528 |