Advanced memristive model of synapses with adaptive thresholds

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Contributors

Abstract

In this paper, we propose a memristive STDP model realizing the principle of suppression of Froemke and Dan for triplet spikes. The proposed model claims compatibility with both the pair and triplet STDP rules, going beyond the limit of the basic memristive STDP model. The compatibility is realized by assuming a mechanism of variable thresholds adapting to synaptic potentiation (LTP) and depression (LTD): the preceding LTP has a negative influence on the following LTD. The corresponding dynamical process is governed by a set of ordinary differential equations. It is an equivalent model of the original suppression STDP model. A relation of the adaptive thresholds to short-term plasticity is addressed.

Details

Original languageEnglish
Title of host publication2012 13th International Workshop on Cellular Nanoscale Networks and their Applications, CNNA 2012
ISBN (electronic)978-1-4673-0289-0
Publication statusPublished - 18 Oct 2012
Peer-reviewedYes

Publication series

SeriesIEEE International Workshop on Cellular Nanoscale Networks and their Applications (CNNA)
ISSN2165-0160

Conference

Title2012 13th International Workshop on Cellular Nanoscale Networks and their Applications, CNNA 2012
Duration29 August 2012
CityTurin
CountryItaly

External IDs

ORCID /0000-0001-7436-0103/work/142240343