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Hardware for SOM

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Self-Organizing Maps

Part of the book series: Springer Series in Information Sciences ((SSINF,volume 30))

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Abstract

If the dimensionality of an application problem is not very high (say, a few dozen inputs and outputs at most) and computing need not be performed in real time, most ANN algorithms can be implemented by pure software, especially if contemporary workstation computers are available. However, especially in real-time pattern recognition or robotics applications one might need special co-processor boards or even “neurocomputers.” For really large problems, e.g. in the preprocessing stages for more complicated computer vision, special hardware networks may have to be developed. Such ANN circuits are sometimes necessary to miniaturize devices and make them cheap, for instance in medical applications or consumer electronics.

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References

  1. K. Steinbuch: Automat und Mensch (Springer, Berlin, Heidelberg 1963)

    MATH  Google Scholar 

  2. B. Gilbert: IEEE J. Solid-State Circuits, SC-3 p.365 (1968)

    Article  Google Scholar 

  3. T. Kohonen: In Proc. WCNN’93, World Congress on Neural Networks (Lawrence Erlbaum, Hillsdale, NJ 1993) p. IV–1

    Google Scholar 

  4. V. Pulkki. M.Sc. Thesis (Helsinki University of Technology, Espoo, Finland 1994)

    Google Scholar 

  5. H. P. Siemon, A. Ultsch: In Proc. INNC-90 Int. Neural Network Conf. (Kluwer, Dordrecht, Netherlands 1990) p. 643

    Google Scholar 

  6. R. Togneri, Y. Attikiouzel: In Proc. IJCNN-91-Singapore, Int. Joint Conf. on Neural Networks (IEEE Comput. Soc. Press, Los Alamitos, CA 1991) p. II–1717

    Google Scholar 

  7. F. Blayo, C. Lehmann: In Proc. INNC 90, Int. Neural Network Conf. (Kluwer, Dordrecht, Netherlands 1990)

    Google Scholar 

  8. R. Mann, S. Haykin: In Proc. IJCNN-90-WASH-DC, Int. Joint Conf. on Neural Networks (Lawrence Erlbaum, Hillsdale, NJ 1990) p. II–84

    Google Scholar 

  9. C. Lehmann, F. Blayo: In Proc. VLSI for Artificial Intelligence and Neural Networks, ed. by J. G. Delgado-Frias, W. R. Moore (Plenum, New York, NY 1991) p. 325

    Chapter  Google Scholar 

  10. H. Speckmann, P. Thole, W. Rosentiel: In Artificial Neural Networks, 2, ed. by I. Aleksander, J. Taylor (North-Holland, Amsterdam, Netherlands 1992) p. II–1451

    Google Scholar 

  11. H. Speckmann, P. Thole, W. Rosenstiel: In Proc. ICANN-93, Int. Conf. on Artificial Neural Networks, ed. by S. Gielen, B. Kappen (Springer, London, UK 1993) p. 1040

    Google Scholar 

  12. H. Speckmann, P. Thole, W. Rosenthal: In Proc. IJCNN-93-Nagoya, Int. Joint Conf. on Neural Networks (IEEE Service Center, Piscataway, NJ 1993) p. 11–1951

    Google Scholar 

  13. M. S. Melton, T. Phan, D. S. Reeves, D. E. Van den Bout: IEEE Trans, on Neural Networks 3, 375 (1992)

    Article  Google Scholar 

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© 1995 Springer-Verlag Berlin Heidelberg

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Kohonen, T. (1995). Hardware for SOM. In: Self-Organizing Maps. Springer Series in Information Sciences, vol 30. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-97610-0_8

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  • DOI: https://doi.org/10.1007/978-3-642-97610-0_8

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-97612-4

  • Online ISBN: 978-3-642-97610-0

  • eBook Packages: Springer Book Archive

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