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).

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Konferenzbeitrag | Veröffentlicht | Englisch
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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.
Erscheinungsjahr
Seite
405-410
Konferenz
Proceedings of 12th European Symposium on Artificial Neural Networks (ESANN)
Konferenzort
Bruges (Belgium)
Konferenzdatum
2004-04-28 – 2004-04-30
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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, 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.
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2012-01-20T11:51:58Z

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