Skip to main content

FPGA Implementation of Multi-layer Perceptrons for Speech Recognition

  • Conference paper
  • First Online:
Field Programmable Logic and Application (FPL 2003)

Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 2778))

Included in the following conference series:

Abstract

In this work we present different hardware implementations of a multi-layer perceptron for speech recognition. The designs have been defined using two different abstraction levels: register transfer level (VHDL) and a higher algorithmic-like level (Handel-C). The implementations have been developed and tested into a reconfigurable hardware (FPGA) for embedded systems. A study of the two considered approaches costs (silicon area), speed and required computational resources is presented.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

Similar content being viewed by others

References

  1. Widrow, B., Lehr, M.: 30 years of adaptive neural networks: Perceptron, Madaline and Backpropagation. Proceedings of the IEEE 78(9), 1415–1442 (1990)

    Article  Google Scholar 

  2. Celoxica, http://www.celoxica.com/

  3. Xilinx, http://www.xilinx.com/

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2003 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Ortigosa, E.M., Ortigosa, P.M., Cañas, A., Ros, E., Agís, R., Ortega, J. (2003). FPGA Implementation of Multi-layer Perceptrons for Speech Recognition. In: Y. K. Cheung, P., Constantinides, G.A. (eds) Field Programmable Logic and Application. FPL 2003. Lecture Notes in Computer Science, vol 2778. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-45234-8_117

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-45234-8_117

  • Published:

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-40822-2

  • Online ISBN: 978-3-540-45234-8

  • eBook Packages: Springer Book Archive

Publish with us

Policies and ethics