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

Izeboudjen, Nouma, Farah, Ahcene, Bessalah, Hamid, Bouridane, Ahmed and Chikhi, Nasim (2007) Towards a platform for FPGA implementation of the MLP based back propagation algorithm. In: Computational and Ambient Intelligence. Lecture Notes in Computer Science, 4507 . Springer, London, pp. 497-505. ISBN 978-3540730064

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Official URL: http://dx.doi.org/10.1007/978-3-540-73007-1_61

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.

Item Type: Book Section
Additional Information: Proceedings of the International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebastián, Spain, June 20-22, 2007.
Subjects: G400 Computer Science
Department: Faculties > Engineering and Environment > Computer Science and Digital Technologies
Depositing User: Sarah Howells
Date Deposited: 22 Nov 2012 11:15
Last Modified: 10 Nov 2016 12:40
URI: http://nrl.northumbria.ac.uk/id/eprint/10343

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