Please use this identifier to cite or link to this item:
https://hdl.handle.net/2440/113147
Citations | ||
Scopus | Web of Science® | Altmetric |
---|---|---|
?
|
?
|
Full metadata record
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Nouri, M. | - |
dc.contributor.author | Jalilian, M. | - |
dc.contributor.author | Hayati, M. | - |
dc.contributor.author | Abbott, D. | - |
dc.date.issued | 2018 | - |
dc.identifier.citation | IEEE Transactions on Circuits and Systems, Part 2: Express Briefs, 2018; 65(6):804-808 | - |
dc.identifier.issn | 1549-7747 | - |
dc.identifier.issn | 1558-3791 | - |
dc.identifier.uri | http://hdl.handle.net/2440/113147 | - |
dc.description.abstract | Spike timing dependent plasticity is one of the synaptic plasticity rules that plays a key role in brain learning. This brief presents a set of piecewise linear approximations in order to produce a digital neuromorphic realization of the pair-based and triplet-based spike timing dependent plasticity rules. The proposed models are validated by simulation and an field-programmable gate array implementation demonstrates how the proposed approximations can alter synaptic weights according to the timing differences between a set of different patterns of spikes. | - |
dc.description.statementofresponsibility | Moslem Nouri, Maisam Jalilian, Mohsen Hayati, Derek Abbott | - |
dc.language.iso | en | - |
dc.publisher | IEEE | - |
dc.rights | © 2017 IEEE. Personal use is permitted, but republication/redistribution requires IEEE permission. | - |
dc.source.uri | http://dx.doi.org/10.1109/tcsii.2017.2750214 | - |
dc.subject | Piecewise linear approximation; field programmable gate array (FPGA); spiking neural network (SNN); synaptic learning rule; pair-based spike-timing-dependent synaptic plasticity (PSTDP); triplet-based spike-timing-dependent synaptic plasticity (TSTDP) | - |
dc.title | A digital neuromorphic realization of pair-based and triplet-based spike-timing-dependent synaptic plasticity | - |
dc.type | Journal article | - |
dc.identifier.doi | 10.1109/TCSII.2017.2750214 | - |
pubs.publication-status | Published | - |
dc.identifier.orcid | Abbott, D. [0000-0002-0945-2674] | - |
Appears in Collections: | Aurora harvest 3 Electrical and Electronic Engineering publications |
Files in This Item:
There are no files associated with this item.
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.