A VLSI reconfigurable network of integrate-and-fire neurons with spike-based learning synapses
Indiveri G, Chicca E, Douglas R (2004)
Presented at the Proceedings of 12th European Symposium on Artificial Neural Networks (ESANN), Bruges (Belgium).
Konferenzbeitrag
| Veröffentlicht | Englisch
Download
Autor*in
Indiveri, G.;
Chicca, ElisabettaUniBi 
;
Douglas, R.
;
Douglas, R.Einrichtung
Abstract / Bemerkung
We present a VLSI device comprising an array of leaky integrate-and- fire (I&F) neurons and adaptive synapses with spike-timing dependent plasticity (STDP). The neurons transmit spikes off chip and the synapses receive spikes from external devices using a communication protocol based on the "Address- Event Representation" (AER). We studied the response properties of the neurons in the array to uniform input currents, and measured their AER outputs. We characterized the properties of the STDP synapses using AER input spike trains. Our results indicate that these circuits can be reliably used in massively parallel VLSI networks of I&F neurons to simulate real-time complex spike-based learning algorithms.
Stichworte
VLSI neuromorphic spiking learning
Erscheinungsjahr
2004
Seite(n)
405-410
Konferenz
Proceedings of 12th European Symposium on Artificial Neural Networks (ESANN)
Konferenzort
Bruges (Belgium)
Konferenzdatum
2004-04-28 – 2004-04-30
ISBN
2-930307-04-8
Page URI
https://pub.uni-bielefeld.de/record/2427723
Zitieren
Indiveri G, Chicca E, Douglas R. A VLSI reconfigurable network of integrate-and-fire neurons with spike-based learning synapses. Presented at the Proceedings of 12th European Symposium on Artificial Neural Networks (ESANN), Bruges (Belgium).
Indiveri, G., Chicca, E., & Douglas, R. (2004). A VLSI reconfigurable network of integrate-and-fire neurons with spike-based learning synapses. Presented at the Proceedings of 12th European Symposium on Artificial Neural Networks (ESANN), Bruges (Belgium).
Indiveri, G., Chicca, Elisabetta, and Douglas, R. 2004. “A VLSI reconfigurable network of integrate-and-fire neurons with spike-based learning synapses”. Presented at the Proceedings of 12th European Symposium on Artificial Neural Networks (ESANN), Bruges (Belgium) , 405-410.
Indiveri, G., Chicca, E., and Douglas, R. (2004).“A VLSI reconfigurable network of integrate-and-fire neurons with spike-based learning synapses”. Presented at the Proceedings of 12th European Symposium on Artificial Neural Networks (ESANN), Bruges (Belgium).
Indiveri, G., Chicca, E., & Douglas, R., 2004. A VLSI reconfigurable network of integrate-and-fire neurons with spike-based learning synapses. Presented at the Proceedings of 12th European Symposium on Artificial Neural Networks (ESANN), Bruges (Belgium).
G. Indiveri, E. Chicca, and R. Douglas, “A VLSI reconfigurable network of integrate-and-fire neurons with spike-based learning synapses”, Presented at the Proceedings of 12th European Symposium on Artificial Neural Networks (ESANN), Bruges (Belgium), 2004.
Indiveri, G., Chicca, E., Douglas, R.: A VLSI reconfigurable network of integrate-and-fire neurons with spike-based learning synapses. Presented at the Proceedings of 12th European Symposium on Artificial Neural Networks (ESANN), Bruges (Belgium) (2004).
Indiveri, G., Chicca, Elisabetta, and Douglas, R. “A VLSI reconfigurable network of integrate-and-fire neurons with spike-based learning synapses”. Presented at the Proceedings of 12th European Symposium on Artificial Neural Networks (ESANN), Bruges (Belgium), 2004.
Alle Dateien verfügbar unter der/den folgenden Lizenz(en):
Copyright Statement:
Dieses Objekt ist durch das Urheberrecht und/oder verwandte Schutzrechte geschützt. [...]
Volltext(e)
Name
Access Level
Open Access
Zuletzt Hochgeladen
2019-09-06T08:57:58Z
MD5 Prüfsumme
f9b8ae4bd49c1c7d496e813cdbd2e87f
Link(s) zu Volltext(en)
Access Level
Closed Access
Google Scholar
ISBN Suche