093b121b6722db746ed6817f9ab1dc7d pmc_31653029.pdf ca21228f588951344d0ee74e1fc500e198ff777b pmc_31653029.pdf 570b2a334f90cdafd632aa37b43e63e6655e6d2481eb3ac927eb808f3a188e20 pmc_31653029.pdf Title: Self-Organizing Neural Networks Based on OxRAM Devices under a Fully Unsupervised Training Scheme Subject: A fully-unsupervised learning algorithm for reaching self-organization in neuromorphic architectures is provided in this work. We experimentally demonstrate spike-timing dependent plasticity (STDP) in Oxide-based Resistive Random Access Memory (OxRAM) devices, and propose a set of waveforms in order to induce symmetric conductivity changes. An empirical model is used to describe the observed plasticity. A neuromorphic system based on the tested devices is simulated, where the developed learning algorithm is tested, involving STDP as the local learning rule. The design of the system and learning scheme permits to concatenate multiple neuromorphic layers, where autonomous hierarchical computing can be performed. Keywords: memristors; neuromorphic engineering; OxRAM; self-organization maps; synaptic device Author: Marta Pedró, Javier Martín-Martínez, Marcos Maestro-Izquierdo, Rosana Rodríguez and Montserrat Nafría Creator: LaTeX with hyperref package Producer: pdfTeX-1.40.18 CreationDate: Thu Oct 24 13:13:37 2019 CEST ModDate: Thu Oct 24 13:13:37 2019 CEST Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 18 Encrypted: no Page size: 595.276 x 841.89 pts (A4) Page rot: 0 File size: 5596748 bytes Optimized: no PDF version: 1.5 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- LFQVUE+URWPalladioL-Ital Type 1 Custom yes yes no 69 0 KHINTK+URWPalladioL-Bold Type 1 Custom yes yes no 70 0 YWWVQQ+VnURWPalladioL-Bold Type 1 Custom yes yes no 71 0 NQSWTK+URWPalladioL-Roma Type 1 Custom yes yes no 72 0 ECSKHA+VnURWPalladioL Type 1 Custom yes yes no 73 0 GGBCKI+Rpxr Type 1 Builtin yes yes no 74 0 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こばどにづ〭ごどねどのでぜ〴ぜ〰いづばづのつづのぴぜ〴ぜ〰ぐぬちびぴどっどぴべぜ〴ぜ〰ぜ〵ぜ〰こごいぐぜ〵ㅜ〰ぜ〴ぜ〰どのぜ〴ぜ〰きづねひどびぴどぶづぜ〴ぜ〰ぅぬづっぴひはのどっぜ〴ぜ〰こべのちばびづびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮ㄮ㈩‾㸊⡜㌷㙜㌷㝜〰さのびふばづひぶどびづつぜ〴ぜ〰がづちひのどのでぜ〴ぜ〰ちのつぜ〴ぜ〰こづぬて〭くひでちのどぺどのでぜ〴ぜ〰ぎづふひちぬぜ〴ぜ〰ぎづぴぷはひにびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸲ Item: Title: さのびふばづひぶどびづつぜ〴ぜ〰がづちひのどのでぜ〴ぜ〰ちのつぜ〴ぜ〰こづぬて〭くひでちのどぺどのでぜ〴ぜ〰ぎづふひちぬぜ〴ぜ〰ぎづぴぷはひにびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸲ Item: Title: きちぴづひどちぬびぜ〴ぜ〰ちのつぜ〴ぜ〰きづぴとはつびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㈮ㄩ‾㸊⡜㌷㙜㌷㝜〰ぅぬづっぴひどっちぬぜ〴ぜ〰ぃとちひちっぴづひどぺちぴどはのぜ〴ぜ〰ちのつぜ〴ぜ〰いづぶどっづぜ〴ぜ〰きはつづぬどのでぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㈮㈩‾㸊⡜㌷㙜㌷㝜〰こごいぐぜ〴ぜ〰ちびぜ〴ぜ〰ちぜ〴ぜ〰がづちひのどのでぜ〴ぜ〰げふぬづぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㈮㌩‾㸊⡜㌷㙜㌷㝜〰こづぬて〭くひでちのどぺどのでぜ〴ぜ〰ぎづふひちぬぜ〴ぜ〰ぎづぴぷはひにびぜ〴ぜ〰あちびづつぜ〴ぜ〰はのぜ〴ぜ〰くへげぁきぜ〴ぜ〰ぷどぴとぜ〴ぜ〰うふぬぬべ〭さのびふばづひぶどびづつぜ〴ぜ〰がづちひのどのでぜ〴ぜ〰ごひちどのどのでぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸳ Children: Item: Title: ぅぬづっぴひどっちぬぜ〴ぜ〰ぃとちひちっぴづひどぺちぴどはのぜ〴ぜ〰ちのつぜ〴ぜ〰いづぶどっづぜ〴ぜ〰きはつづぬどのでぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㈮㈩‾㸊⡜㌷㙜㌷㝜〰こごいぐぜ〴ぜ〰ちびぜ〴ぜ〰ちぜ〴ぜ〰がづちひのどのでぜ〴ぜ〰げふぬづぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㈮㌩‾㸊⡜㌷㙜㌷㝜〰こづぬて〭くひでちのどぺどのでぜ〴ぜ〰ぎづふひちぬぜ〴ぜ〰ぎづぴぷはひにびぜ〴ぜ〰あちびづつぜ〴ぜ〰はのぜ〴ぜ〰くへげぁきぜ〴ぜ〰ぷどぴとぜ〴ぜ〰うふぬぬべ〭さのびふばづひぶどびづつぜ〴ぜ〰がづちひのどのでぜ〴ぜ〰ごひちどのどのでぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸳ Item: Title: 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