Hardware overhead vs. performance of matrix multiplication on FPGA

Ju Seong Lee, Sang Don Kim, Yeong Seob Jeong, Seung Eun Lee

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Matrix multiplication requires a large number of operations, demanding for high performance computing. In order to complete the matrix multiplication in one clock cycle, a designer can utilize multiple multipliers. However, this approach is inefficient in terms of hardware area and power consumption. Therefore, it is important to find out the way to complete the multiplication that is fast and uses hardware resources properly. In this paper, we introduce the way to reduce the number of multipliers and provide the hardware overhead and performance of matrix multiplication on FPGA.

Original languageEnglish
Title of host publicationProceedings of the Fourth International Conference on Signal and Image Processing 2012, ICSIP 2012
Pages295-302
Number of pages8
EditionVOL. 2
DOIs
StatePublished - 2013
Event4th International Conference on Signal and Image Processing 2012, ICSIP 2012 - Coimbatore, India
Duration: 13 Dec 201215 Dec 2012

Publication series

NameLecture Notes in Electrical Engineering
NumberVOL. 2
Volume222 LNEE
ISSN (Print)1876-1100
ISSN (Electronic)1876-1119

Conference

Conference4th International Conference on Signal and Image Processing 2012, ICSIP 2012
Country/TerritoryIndia
CityCoimbatore
Period13/12/1215/12/12

Keywords

  • Digital signal processing
  • FPGA
  • Low-power design
  • Matrix multiplication

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