Abstract
This paper describes the implementation of a neural paradigm, the Kohonen's self organizing Map, on the SMART neurocomputer. This algorithm has been chosen as a test for the capabilities of the architecture. A high level interactive graphic monitor and a basic neural library have been developed, and the performance of the whole system analyzed.
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
M. McCord Nelson, W.T. Illingworth, ‘A Practical Guide to Neural Nets', Addison-Wesley, 1990
K. Goser ‘Kohonen's Maps — Their Application and Implementation in Microelectronics', in Artificial Neural Networks, Vol 1, North-Holland pp. 703–708, 1991.
K. Obermaier, H. Ritter, K. Schulten,’ Large-scale simulation of self-organizing neural network on parallel computers: application to biological modeling', Parallel Computing, Vol 14, pp. 381–404, 1990.
A. Singer,’ Implementation of artificial neural networks on the Connection Machine', Parallel Computing, Vol 14, pp. 305–315, 1990.
D.A. Pomerleau, G.L.Gusciora, D.S. Touretzky and H.T. Kung,’ Neural network simulation at warp speed: How we got 17 million connections per second', Proc. IEEE Int.Conf. Neural Networks, San Diego, 1988.
C. Jutten, A. Guerin and J. Herault, 'simulation Machine and Integrated Implementation of Neural Networks', in Lecture Notes in Computer Sciences, Vol. 412, Springer-Verlag pp. 244–266, 1990.
D. Hammerstrom, N. Nguyen, ‘An Implementation of Kohonen's Self-Organizing Map on the Adaptive Solutions Neurocomputer', in Artificial Neural Networks, Vol 1, North-Holland pp. 715–720, 1991.
J.C. Lawson, N. Maria, C. Siegelin, 'sMART', DHS1-D1 Final Report of NERVES EEC Project E-BRA 3049, July 1991.
J.C. Lawson, N. Maria, J. Herault, 'sMART: a Neurocomputer using sparse matrices', Euromicro Workshop on Parallel and Distributed Processing, January 27–29, 1993, Gran Canaria.
P. Demartines and L. Tettoni, 'sOMA: Simulateur Logiciel de Modeles Neuronaux Adaptifs', internal report, LAM1-EPFL, Lausanne, 1991.
T. Kohonen,’ Self-Organization and Associative Memory', Springer Series in Information sciences, Vol 8, Springer-Verlag, Berlin, 1987.
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 1993 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Filippi, B., Lawson, J.C. (1993). A parallel implementation of kohonen's self-organizing maps on the smart neurocomputer. In: Mira, J., Cabestany, J., Prieto, A. (eds) New Trends in Neural Computation. IWANN 1993. Lecture Notes in Computer Science, vol 686. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-56798-4_178
Download citation
DOI: https://doi.org/10.1007/3-540-56798-4_178
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-56798-1
Online ISBN: 978-3-540-47741-9
eBook Packages: Springer Book Archive