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An ART1 microchip and its use in multi-ART1 systems

 

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dc.creator Serrano Gotarredona, María Teresa es
dc.creator Linares Barranco, Bernabé es
dc.date.accessioned 2018-06-26T13:18:43Z
dc.date.available 2018-06-26T13:18:43Z
dc.date.issued 1997
dc.identifier.citation Serrano Gotarredona, M.T. y Linares Barranco, B. (1997). An ART1 microchip and its use in multi-ART1 systems. IEEE Transactions on Neural Networks, 8 (5), 1184-1194.
dc.identifier.issn 1045-9227 es
dc.identifier.uri https://hdl.handle.net/11441/76476
dc.description.abstract Recently, a real-time clustering microchip neural engine based on the ART1 architecture has been reported. Such chip is able to cluster 100-b patterns into up to 18 categories at a speed of 1.8 μs per pattern. However, that chip rendered an extremely high silicon area consumption of 1 cm2, and consequently an extremely low yield of 6%. Redundant circuit techniques can be introduced to improve yield performance at the cost of further increasing chip size. In this paper we present an improved ART1 chip prototype based on a different approach to implement the most area consuming circuit elements of the first prototype: an array of several thousand current sources which have to match within a precision of around 1%. Such achievement was possible after a careful transistor mismatch characterization of the fabrication process (ES2-1.0 μm CMOS). A new prototype chip has been fabricated which can cluster 50-b input patterns into up to ten categories. The chip has 15 times less area, shows a yield performance of 98%, and presents the same precision and speed than the previous prototype. Due to its higher robustness multichip systems are easily assembled. As a demonstration we show results of a two-chip ART1 system, and of an ARTMAP system made of two ART1 chips and an extra interfacing chip. es
dc.format application/pdf es
dc.language.iso eng es
dc.publisher Institute of Electrical and Electronics Engineers es
dc.relation.ispartof IEEE Transactions on Neural Networks, 8 (5), 1184-1194.
dc.rights Attribution-NonCommercial-NoDerivatives 4.0 Internacional *
dc.rights.uri http://creativecommons.org/licenses/by-nc-nd/4.0/ *
dc.title An ART1 microchip and its use in multi-ART1 systems es
dc.type info:eu-repo/semantics/article es
dc.type.version info:eu-repo/semantics/acceptedVersion es
dc.rights.accessrights info:eu-repo/semantics/openAccess es
dc.contributor.affiliation Universidad de Sevilla. Departamento de Arquitectura y Tecnología de Computadores es
dc.relation.publisherversion http://dx.doi.org/10.1109/72.623219 es
dc.identifier.doi 10.1109/72.623219 es
idus.format.extent 11 p. es
dc.journaltitle IEEE Transactions on Neural Networks es
dc.publication.volumen 8 es
dc.publication.issue 5 es
dc.publication.initialPage 1184 es
dc.publication.endPage 1194 es
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