High Level Synthesis FPGA Implementation of the Jacobi Algorithm to Solve the Eigen Problem

Joint Authors

Lázaro, J. L.
Bravo, Ignacio
Gardel-Vicente, Alfredo
Vázquez, César
Palomar, Esther

Source

Mathematical Problems in Engineering

Issue

Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-11, 11 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2015-03-02

Country of Publication

Egypt

No. of Pages

11

Main Subjects

Civil Engineering

Abstract EN

We present a hardware implementation of the Jacobi algorithm to compute the eigenvalue decomposition (EVD).

The computation of eigenvalues and eigenvectors has many applications where real time processing is required, and thus hardware implementations are often mandatory.

Some of these implementations have been carried out with field programmable gate array (FPGA) devices using low level register transfer level (RTL) languages.

In the present study, we used the Xilinx Vivado HLS tool to develop a high level synthesis (HLS) design and evaluated different hardware architectures.

After analyzing the design for different input matrix sizes and various hardware configurations, we compared it with the results of other studies reported in the literature, concluding that although resource usage may be higher when HLS tools are used, the design performance is equal to or better than low level hardware designs.

American Psychological Association (APA)

Bravo, Ignacio& Vázquez, César& Gardel-Vicente, Alfredo& Lázaro, J. L.& Palomar, Esther. 2015. High Level Synthesis FPGA Implementation of the Jacobi Algorithm to Solve the Eigen Problem. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1074938

Modern Language Association (MLA)

Bravo, Ignacio…[et al.]. High Level Synthesis FPGA Implementation of the Jacobi Algorithm to Solve the Eigen Problem. Mathematical Problems in Engineering No. 2015 (2015), pp.1-11.
https://search.emarefa.net/detail/BIM-1074938

American Medical Association (AMA)

Bravo, Ignacio& Vázquez, César& Gardel-Vicente, Alfredo& Lázaro, J. L.& Palomar, Esther. High Level Synthesis FPGA Implementation of the Jacobi Algorithm to Solve the Eigen Problem. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1074938

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1074938