Tohoku University · Research Institute of Electrical Communication · 特任助教

Research keywordsspiking neural networks・analog CMOS circuits・spike-timing-dependent plasticity・reservoir computing・Izhikevich neuron model・edge AI hardware・spin-orbit torque devices

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• Analog-circuit implementation of multiplicative spike-timing-dependent plasticity with linear decaySatoshi Moriya, Tatsuki Kato, Daisuke Oguchi, Hideaki Yamamoto, Shigeo Sato, Yasushi Yuminaka, Yoshihiko Horio, Jordi Madrenas
• Memory state evaluation of spatio-temporal contextual learning memory network based on output spike rateTakemori Orima, Takeru Tsuji, Yoshihiko Horio, Satoshi Moriya, Shigeo Sato
• Bifurcation phenomena observed from two-variable spiking neuron integrated circuitTakemori Orima, Yoshihiko Horio, Satoshi Moriya, Shigeo Sato
• An investigation of the relationship between numerical precision and performance of Q-learning for hardware implementationDaisuke Oguchi, Satoshi Moriya, Hideaki Yamamoto, Shigeo Sato

• 報酬信号を考慮したスパイキングニューロン用学習モデルの提案とそのハードウェア実装守谷 哲
• 生物規範的情報処理モデルの実細胞実装とウェットウェア計算機展開山本 英明, 佐藤 茂雄, 守谷 哲
• 不揮発性メモリと学習機構を有するスパイキングニューラルネットワークシステムの構築守谷 哲
• トップダウン的アプローチによる時空間神経ダイナミクスの解明と脳型計算機への応用守谷 哲

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