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Impact of the leakage current of an AND-type synapse array on spiking neural networks
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Jeon, Bosung | - |
dc.contributor.author | Song, Seunghwan | - |
dc.contributor.author | Hwang, Sungmin | - |
dc.contributor.author | Jang, Taejin | - |
dc.contributor.author | Park, Kyungchul | - |
dc.contributor.author | Park, Jonghyuk | - |
dc.contributor.author | Lee, Jong-Ho | - |
dc.contributor.author | Park, Byung-Gook | - |
dc.date.accessioned | 2022-10-05T04:40:43Z | - |
dc.date.available | 2022-10-05T04:40:43Z | - |
dc.date.created | 2022-07-27 | - |
dc.date.issued | 2022-10 | - |
dc.identifier.citation | Solid-State Electronics, Vol.196, p. 108407 | - |
dc.identifier.issn | 0038-1101 | - |
dc.identifier.uri | https://hdl.handle.net/10371/185491 | - |
dc.description.abstract | © 2022In this paper, we analyze the impact of the leakage current of an AND-type synapse array on a spiking neural network (SNN). In order to evaluate the firing rate modulation affected by the leakage current of a synapse array, the electrical characteristics of a fabricated dual-gate synapse are measured and modeled. A SPICE circuit simulation shows a severe change in the firing rate in the SNN, and a system-level simulation with MNIST datasets exhibits frequency-dependent performance degradation due to the leakage current. Compared to a case with negligible leakage current, a 6.98% accuracy loss at 50 kHz of input frequency, which is the firing rate of conventional CMOS neurons. | - |
dc.language | 영어 | - |
dc.publisher | Pergamon Press Ltd. | - |
dc.title | Impact of the leakage current of an AND-type synapse array on spiking neural networks | - |
dc.type | Article | - |
dc.identifier.doi | 10.1016/j.sse.2022.108407 | - |
dc.citation.journaltitle | Solid-State Electronics | - |
dc.identifier.wosid | 000828207900001 | - |
dc.identifier.scopusid | 2-s2.0-85133457773 | - |
dc.citation.startpage | 108407 | - |
dc.citation.volume | 196 | - |
dc.description.isOpenAccess | N | - |
dc.contributor.affiliatedAuthor | Lee, Jong-Ho | - |
dc.contributor.affiliatedAuthor | Park, Byung-Gook | - |
dc.type.docType | Article | - |
dc.description.journalClass | 1 | - |
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