Spike-based learning with a generalized integrate and fire silicon neuron

Indiveri G, Stefanini F, Chicca E (2010)
Presented at the International Symposium on Circuits and Systems (ISCAS).

Konferenzbeitrag | Veröffentlicht | Englisch
 
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Indiveri, G.; Stefanini, F.; Chicca, ElisabettaUniBi
Abstract / Bemerkung
Spike-based learning circuits have been typically used in conjunction with linear integrate-and-fire neurons. As a new class of current-mode conductance-based silicon neurons has been recently developed, it is important to evaluate how the spike-based learning circuits perform, when interfaced to these new types of neuron circuits. Here, we describe a VLSI implementation of a current-mode conductance-based neuron, connected to synaptic circuits with spike-based learning capabilities. The conductance-based silicon neuron has built-in-spike-frequency adaptation, refractory period mechanisms, and plasticity eligibility control circuits. The synaptic circuits exhibits realistic dynamics in the post-synaptic currents and comprise local spike-based learning circuits, controlled by the global post-synaptic eligibility circuits. We present experimental results which characterize the conductance-based neuron circuit properties and the spike-based learning circuits connected to it.
Erscheinungsjahr
2010
Seite(n)
1951-1954
Konferenz
International Symposium on Circuits and Systems (ISCAS)
ISBN
978-1-4244-5308-5
Page URI
https://pub.uni-bielefeld.de/record/2427744

Zitieren

Indiveri G, Stefanini F, Chicca E. Spike-based learning with a generalized integrate and fire silicon neuron. Presented at the International Symposium on Circuits and Systems (ISCAS).
Indiveri, G., Stefanini, F., & Chicca, E. (2010). Spike-based learning with a generalized integrate and fire silicon neuron. Presented at the International Symposium on Circuits and Systems (ISCAS). https://doi.org/10.1109/ISCAS.2010.5536980
Indiveri, G., Stefanini, F., and Chicca, Elisabetta. 2010. “Spike-based learning with a generalized integrate and fire silicon neuron”. Presented at the International Symposium on Circuits and Systems (ISCAS) , 1951-1954.
Indiveri, G., Stefanini, F., and Chicca, E. (2010).“Spike-based learning with a generalized integrate and fire silicon neuron”. Presented at the International Symposium on Circuits and Systems (ISCAS).
Indiveri, G., Stefanini, F., & Chicca, E., 2010. Spike-based learning with a generalized integrate and fire silicon neuron. Presented at the International Symposium on Circuits and Systems (ISCAS)
G. Indiveri, F. Stefanini, and E. Chicca, “Spike-based learning with a generalized integrate and fire silicon neuron”, Presented at the International Symposium on Circuits and Systems (ISCAS), 2010.
Indiveri, G., Stefanini, F., Chicca, E.: Spike-based learning with a generalized integrate and fire silicon neuron. Presented at the International Symposium on Circuits and Systems (ISCAS) (2010).
Indiveri, G., Stefanini, F., and Chicca, Elisabetta. “Spike-based learning with a generalized integrate and fire silicon neuron”. Presented at the International Symposium on Circuits and Systems (ISCAS), 2010.
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2019-09-06T08:57:59Z
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