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The simplicial neural cell and its mixed-signal circuit implementation: an efficient neural-network architecture for intelligent signal processing in portable multimedia applications

Domenii publicaţii > Ştiinţe informatice + Tipuri publicaţii > Articol în revistã ştiinţificã

Autori: Dogaru, R.; Julian, P.; Chua, L.O.; Glesner, M.;

Editorial: IEEE Transactions on Neural Networks,, 13 , Issue: 4, p.995 - 1008, 2002.


This paper introduces a novel neural architecture which is capable of similar performance to any of the „classic” neural paradigms while having a very simple and efficient mixed-signal implementation which makes it a valuable candidate for intelligent signal processing in portable multimedia applications. The architecture and its realization circuit are described and the functional capabilities of the novel neural architecture called a simplicial neural cell are demonstrated for both regression and classification problems including nonlinear image filtering.

Cuvinte cheie: retele neuronale artificiale // neural networks