Towards a platform for FPGA implementation of the MLP based back propagation algorithm

Nouma Izeboudjen, Ahcene Farah, Hamid Bessalah, Ahmed Bouridane, Nasim Chikhi

Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

5 Citations (Scopus)

Abstract

This paper describes a new platform for FPGA implementation of the multilayer perceptron (MLP) back propagation algorithm (BP). The three implementation figures of the algorithm are considered. These are the off type implementation, the on chip global implementation and the dynamic reconfiguration of the ANN. To achieve our goal, a design for reuse strategy has been applied. To validate our approach, three case studies are considered using the Virtex-II and Virtex-4 FPGA devices. A comparative study is done and new conclusions are given.
Original languageEnglish
Title of host publicationComputational and Ambient Intelligence
Place of PublicationLondon
PublisherSpringer
Pages497-505
Volume4507
ISBN (Print)978-3540730064
DOIs
Publication statusPublished - 2007

Publication series

NameLecture Notes in Computer Science
PublisherSpringer

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