Full metadata record
DC Field | Value | Language |
---|---|---|
dc.contributor.author | 신형순 | * |
dc.contributor.author | 선우경 | * |
dc.date.accessioned | 2019-07-01T16:30:06Z | - |
dc.date.available | 2019-07-01T16:30:06Z | - |
dc.date.issued | 2019 | * |
dc.identifier.issn | 1533-4880 | * |
dc.identifier.issn | 1533-4899 | * |
dc.identifier.other | OAK-24910 | * |
dc.identifier.uri | https://dspace.ewha.ac.kr/handle/2015.oak/250035 | - |
dc.description.abstract | In this study, we analyzed the memristor device typically used as a synapse in neuromorphic architecture and confirmed that the synaptic memristor device can be adopted to perform the machine learning algorithm. The nonlinear characteristics of the memristor complicates its use as the neuromorphic hardware in an artificial neural network (ANN) with a back-propagation algorithm. Using a memristor device with a nonlinear characteristic, we demonstrated that pattern classification can be implemented in ANNs using the Guide training algorithm without back-propagation. Furthermore, the memristor characteristics required to achieve accurate learning results are analyzed. | * |
dc.language | English | * |
dc.publisher | AMER SCIENTIFIC PUBLISHERS | * |
dc.subject | Neuromorphic System | * |
dc.subject | Memristor | * |
dc.subject | Crossbar Architecture | * |
dc.subject | Machine Learning | * |
dc.subject | Guide Training | * |
dc.title | Analysis of the Memristor-Based Crossbar Synapse for Neuromorphic Systems | * |
dc.type | Article | * |
dc.relation.issue | 10 | * |
dc.relation.volume | 19 | * |
dc.relation.index | SCIE | * |
dc.relation.index | SCOPUS | * |
dc.relation.startpage | 6703 | * |
dc.relation.lastpage | 6709 | * |
dc.relation.journaltitle | JOURNAL OF NANOSCIENCE AND NANOTECHNOLOGY | * |
dc.identifier.doi | 10.1166/jnn.2019.17110 | * |
dc.identifier.wosid | WOS:000466046800115 | * |
dc.author.google | Kim, Bokyung | * |
dc.author.google | Jo, Sumin | * |
dc.author.google | Sun, Wookyung | * |
dc.author.google | Shin, Hyungsoon | * |
dc.contributor.scopusid | 신형순(7404012125) | * |
dc.contributor.scopusid | 선우경(7404011223) | * |
dc.date.modifydate | 20240322125227 | * |