Korbicz, Józef (1951- ) - red. ; Patton, Ronald J. - red.
This paper deals with the family of CMAC neural networks. The most important properties of this family are the extremely fast learning capability and a special architecture that makes effective digital hardware implementation possible. The paper gives an overview of the classical binary CMAC, shows the limitations of its modelling capability, gives a critical survey of its different extensions and suggests two further modifications. ; The aim of these modifications is to improve the modelling capability while maintaining the possibility of an effective realization. The basic element of the first suggested hardware structure is a new matrix-vector multiplier which is based on a canonical signed digit (CSD) number representation and a distributed arithmetic. ; In the other version, a hierarchical network structure and a special sequential training method are proposed which can constitute a trade-off between the approximation error and generalization. The proposed versions (among them a dynamic extension of the originally static CMAC) are suitable for embedded applications where the low cost and relatively high speed operation are the most important requirements.
Zielona Góra: Uniwersytet Zielonogórski
AMCS, volume 9, number 3 (1999) ; click here to follow the link
Biblioteka Uniwersytetu Zielonogórskiego
Nov 5, 2024
Jan 22, 2021
108
https://dlibra.bu.uz.zgora.pl/publication/64803
Edition name | Date |
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CMAC and its extensions for efficient system modelling | Nov 5, 2024 |
Praczyk, Tomasz Korbicz, Józef (1951- ) - red.
Patan, Krzysztof Witczak, Marcin Korbicz, Józef (1951- ) Korbicz, Józef (1951- ) - ed. Sauter, Dominique - ed.
Duch, Włodzislaw Adamczak, Rafał Diercksen, Geerd H.F. Rutkowska, Danuta - ed. Zadeh, Lotfi A. - ed.
Witczak, Marcin Korbicz, Józef (1951- ) - red.
Abdessemed, Foudil Monacelli, Eric Benmahammed, Khier Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Dzieliński, Andrzej Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Szymczyk, Piotr Tomecka-Suchoń, Sylwia Szymczyk, Magdalena Iacono, Mauro - ed. Kołodziej, Joanna - ed.
Yasui, Syozo Rutkowska, Danuta - ed. Zadeh, Lotfi A. - ed.