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
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