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...

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Bibliographic Details
Main Author: Ren, Minzhen
Other Authors: Ma, Xiaoli
Format: Others
Language:en_US
Published: Georgia Institute of Technology 2014
Subjects:
Online Access:http://hdl.handle.net/1853/50256
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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
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