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Towards a Platform for FPGA Implementation of the MLP Based Back Propagation Algorithm.

Authors :
Hutchison, David
Kanade, Takeo
Kittler, Josef
Kleinberg, Jon M.
Mattern, Friedemann
Mitchell, John C.
Naor, Moni
Nierstrasz, Oscar
Pandu Rangan, C.
Steffen, Bernhard
Sudan, Madhu
Terzopoulos, Demetri
Tygar, Doug
Vardi, Moshe Y.
Weikum, Gerhard
Sandoval, Francisco
Prieto, Alberto
Cabestany, Joan
Graña, Manuel
Izeboudjen, Nouma
Source :
Computational & Ambient Intelligence; 2007, p497-505, 9p
Publication Year :
2007

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. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISBNs :
9783540730064
Database :
Complementary Index
Journal :
Computational & Ambient Intelligence
Publication Type :
Book
Accession number :
33147737
Full Text :
https://doi.org/10.1007/978-3-540-73007-1_61