Local Cluster Neural Net: Analog VLSI Design

Sitte J, Körner T, Rückert U (1998)
Neurocomputing 19: 185-197.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
 
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Autor*in
Sitte, Joaquin; Körner, Tim; Rückert, UlrichUniBi
Abstract / Bemerkung
The local cluster (LC) artificial neural net is a special kind of multilayer perceptron where the sigmoid functions combine in clusters that have a localised response in input space. The proponents of the LC architecture have shown that it is versatile and trains well. They also suggested that the LC nets could be suitable for realisation in analog VLSI. We investigated the feasibility of an analog realisation of LC nets by following through the complete cycle from design to fabrication. We found that all the required mathematical functions for an analog realisation of LC net can be realised in current mode bipolar and CMOS circuits. In this paper we discuss the main design issues paying special attention to the alternative training regimes for a LC chip.
Erscheinungsjahr
1998
Zeitschriftentitel
Neurocomputing
Band
19
Seite(n)
185 - 197
Page URI
https://pub.uni-bielefeld.de/record/2285598

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Sitte J, Körner T, Rückert U. Local Cluster Neural Net: Analog VLSI Design. Neurocomputing. 1998;19:185-197.
Sitte, J., Körner, T., & Rückert, U. (1998). Local Cluster Neural Net: Analog VLSI Design. Neurocomputing, 19, 185-197.
Sitte, Joaquin, Körner, Tim, and Rückert, Ulrich. 1998. “Local Cluster Neural Net: Analog VLSI Design”. Neurocomputing 19: 185-197.
Sitte, J., Körner, T., and Rückert, U. (1998). Local Cluster Neural Net: Analog VLSI Design. Neurocomputing 19, 185-197.
Sitte, J., Körner, T., & Rückert, U., 1998. Local Cluster Neural Net: Analog VLSI Design. Neurocomputing, 19, p 185-197.
J. Sitte, T. Körner, and U. Rückert, “Local Cluster Neural Net: Analog VLSI Design”, Neurocomputing, vol. 19, 1998, pp. 185-197.
Sitte, J., Körner, T., Rückert, U.: Local Cluster Neural Net: Analog VLSI Design. Neurocomputing. 19, 185-197 (1998).
Sitte, Joaquin, Körner, Tim, and Rückert, Ulrich. “Local Cluster Neural Net: Analog VLSI Design”. Neurocomputing 19 (1998): 185-197.
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