Speed enhancement on a matrix inversion hardware architecture based on Gauss-Jordan Elimination

Matrix inversion is a mathematical algorithm that is widely used and applied in many real time engineering applications. It is one of the most computational inten-sive and time consuming operations especially when it is performed in software. Gauss-Jordan Elimination is one of the many matrix invers...

Full description

Saved in:
Bibliographic Details
Main Author: Oh, Eng Wei
Format: Thesis
Language:English
Published: 2015
Subjects:
Online Access:http://eprints.utm.my/id/eprint/54615/1/OhEngWeiMFKE2015.pdf
http://eprints.utm.my/id/eprint/54615/
http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:86023
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.utm.54615
record_format eprints
spelling my.utm.546152020-10-21T00:42:50Z http://eprints.utm.my/id/eprint/54615/ Speed enhancement on a matrix inversion hardware architecture based on Gauss-Jordan Elimination Oh, Eng Wei TK Electrical engineering. Electronics Nuclear engineering Matrix inversion is a mathematical algorithm that is widely used and applied in many real time engineering applications. It is one of the most computational inten-sive and time consuming operations especially when it is performed in software. Gauss-Jordan Elimination is one of the many matrix inversion algorithms which has the advantage of using simpler mathematical operations to get the result. This work presents the architecture of a matrix inversion hardware using Gauss-Jordan Elimina-tion algorithm with single precision floating point representation. The proposed design is an enhancement of a previous work which implemented Gauss-Jordan Elimination to perform matrix inversion for complex matrix suitable for MIMO applications. The proposed design was bench-marked with other implementations such as hardware ar-chitecture of similar matrix inversion algorithm, hardware architecture of other matrix inversion algorithms and software implementation such as C++. The execution timing performance of the proposed design is improved in comparison with the previous ar-chitecture design by a factor of 0.14 for a matrix size of 36x36. Overall, the proposed design is capable of preforming matrix inversion for a matrix of size 36x36 in 1.9 milliseconds and consumes hardware resources of about 18128 logic elements. 2015-06 Thesis NonPeerReviewed application/pdf en http://eprints.utm.my/id/eprint/54615/1/OhEngWeiMFKE2015.pdf Oh, Eng Wei (2015) Speed enhancement on a matrix inversion hardware architecture based on Gauss-Jordan Elimination. Masters thesis, Universiti Teknologi Malaysia, Faculty of Electrical Engineering. http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:86023
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Oh, Eng Wei
Speed enhancement on a matrix inversion hardware architecture based on Gauss-Jordan Elimination
description Matrix inversion is a mathematical algorithm that is widely used and applied in many real time engineering applications. It is one of the most computational inten-sive and time consuming operations especially when it is performed in software. Gauss-Jordan Elimination is one of the many matrix inversion algorithms which has the advantage of using simpler mathematical operations to get the result. This work presents the architecture of a matrix inversion hardware using Gauss-Jordan Elimina-tion algorithm with single precision floating point representation. The proposed design is an enhancement of a previous work which implemented Gauss-Jordan Elimination to perform matrix inversion for complex matrix suitable for MIMO applications. The proposed design was bench-marked with other implementations such as hardware ar-chitecture of similar matrix inversion algorithm, hardware architecture of other matrix inversion algorithms and software implementation such as C++. The execution timing performance of the proposed design is improved in comparison with the previous ar-chitecture design by a factor of 0.14 for a matrix size of 36x36. Overall, the proposed design is capable of preforming matrix inversion for a matrix of size 36x36 in 1.9 milliseconds and consumes hardware resources of about 18128 logic elements.
format Thesis
author Oh, Eng Wei
author_facet Oh, Eng Wei
author_sort Oh, Eng Wei
title Speed enhancement on a matrix inversion hardware architecture based on Gauss-Jordan Elimination
title_short Speed enhancement on a matrix inversion hardware architecture based on Gauss-Jordan Elimination
title_full Speed enhancement on a matrix inversion hardware architecture based on Gauss-Jordan Elimination
title_fullStr Speed enhancement on a matrix inversion hardware architecture based on Gauss-Jordan Elimination
title_full_unstemmed Speed enhancement on a matrix inversion hardware architecture based on Gauss-Jordan Elimination
title_sort speed enhancement on a matrix inversion hardware architecture based on gauss-jordan elimination
publishDate 2015
url http://eprints.utm.my/id/eprint/54615/1/OhEngWeiMFKE2015.pdf
http://eprints.utm.my/id/eprint/54615/
http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:86023
_version_ 1681489467449278464
score 13.160551