A new learning algorithm is proposed for space-varying cellular neural networks, used to implement associative memories. The algorithm exhibits some peculiar features which make it very attractive: the finite precision of connection weights is automatically taken into account as a design constraint; no multiplication is needed for weight computation; learning can be implemented in fixed point digital hardware or simulated on a digital computer without numerical errors.
Perfetti, R., & Costantini, G. (2001). Multiplierless digital learning algorithm for cellular neural networks. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I. FUNDAMENTAL THEORY AND APPLICATIONS, 48(5), 630-635.
Tipologia: | Articolo su rivista |
Citazione: | Perfetti, R., & Costantini, G. (2001). Multiplierless digital learning algorithm for cellular neural networks. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I. FUNDAMENTAL THEORY AND APPLICATIONS, 48(5), 630-635. |
Lingua: | English |
Settore Scientifico Disciplinare: | Settore ING-IND/31 - Elettrotecnica |
Revisione (peer review): | Esperti anonimi |
Tipo: | Articolo |
Rilevanza: | Rilevanza internazionale |
Digital Object Identifier (DOI): | http://dx.doi.org/10.1109/81.922467 |
Stato di pubblicazione: | Pubblicato |
Data di pubblicazione: | 2001 |
Titolo: | Multiplierless digital learning algorithm for cellular neural networks |
Autori: | |
Autori: | Perfetti, R; Costantini, G |
Appare nelle tipologie: | 01 - Articolo su rivista |
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2001-Multiplierless Digital Learning Algorithm for CNN.pdf | N/A | Non specificato | Open Access Visualizza/Apri |