Universiti Teknologi Malaysia Institutional Repository

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

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.

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Abstract

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.

Item Type:Thesis (Masters)
Additional Information:Thesis (Sarjana Kejuruteraan (Elektrik - Komputer dan Sistem Mikroelektronik)) - Universiti Teknologi Malaysia, 2015; Supervisor : Dr. Rabia Bakhteri
Uncontrolled Keywords:simpler mathematical operations, algorithm
Subjects:T Technology > TK Electrical engineering. Electronics Nuclear engineering
Divisions:Electrical Engineering
ID Code:54615
Deposited By: Fazli Masari
Deposited On:13 May 2016 01:31
Last Modified:21 Oct 2020 00:42

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