A Chip for Selforganizing Feature Maps
Rüping S, Rückert U, Goser K (1994)
In: Proceedings of the 4th International Conference on Microelectronics for Neural Networks and Fuzzy Systems. IEEE Computer Society Press: 26-33.
Konferenzbeitrag
| Veröffentlicht | Englisch
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Autor*in
Rüping, Stefan;
Rückert, UlrichUniBi;
Goser, Karl
Abstract / Bemerkung
The use of self-organizing feature maps in real-time applications requires a high computational performance. Especially for embedded systems neural network chips are needed. In this paper a fabricated integrated circuit for self-organizing feature maps is presented. The architecture of this digital chip is based on the idea, that restrictions to the algorithm can simplify the implementation. Using the Manhattan Distance and a special treatment of the adaptation factor α decreases the necessary chip area, so that a high number of processor elements can be integrated on one chip. The effects of these restrictions on the function of the self-organizing feature map are discussed. The paper concludes with performance figures for a system architecture based on these chips
Erscheinungsjahr
1994
Titel des Konferenzbandes
Proceedings of the 4th International Conference on Microelectronics for Neural Networks and Fuzzy Systems
Seite(n)
26-33
ISBN
0818667109
Page URI
https://pub.uni-bielefeld.de/record/2285498
Zitieren
Rüping S, Rückert U, Goser K. A Chip for Selforganizing Feature Maps. In: Proceedings of the 4th International Conference on Microelectronics for Neural Networks and Fuzzy Systems. IEEE Computer Society Press; 1994: 26-33.
Rüping, S., Rückert, U., & Goser, K. (1994). A Chip for Selforganizing Feature Maps. Proceedings of the 4th International Conference on Microelectronics for Neural Networks and Fuzzy Systems, 26-33. IEEE Computer Society Press. https://doi.org/10.1109/ICMNN.1994.593155
Rüping, Stefan, Rückert, Ulrich, and Goser, Karl. 1994. “A Chip for Selforganizing Feature Maps”. In Proceedings of the 4th International Conference on Microelectronics for Neural Networks and Fuzzy Systems, 26-33. IEEE Computer Society Press.
Rüping, S., Rückert, U., and Goser, K. (1994). “A Chip for Selforganizing Feature Maps” in Proceedings of the 4th International Conference on Microelectronics for Neural Networks and Fuzzy Systems (IEEE Computer Society Press), 26-33.
Rüping, S., Rückert, U., & Goser, K., 1994. A Chip for Selforganizing Feature Maps. In Proceedings of the 4th International Conference on Microelectronics for Neural Networks and Fuzzy Systems. IEEE Computer Society Press, pp. 26-33.
S. Rüping, U. Rückert, and K. Goser, “A Chip for Selforganizing Feature Maps”, Proceedings of the 4th International Conference on Microelectronics for Neural Networks and Fuzzy Systems, IEEE Computer Society Press, 1994, pp.26-33.
Rüping, S., Rückert, U., Goser, K.: A Chip for Selforganizing Feature Maps. Proceedings of the 4th International Conference on Microelectronics for Neural Networks and Fuzzy Systems. p. 26-33. IEEE Computer Society Press (1994).
Rüping, Stefan, Rückert, Ulrich, and Goser, Karl. “A Chip for Selforganizing Feature Maps”. Proceedings of the 4th International Conference on Microelectronics for Neural Networks and Fuzzy Systems. IEEE Computer Society Press, 1994. 26-33.
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