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18 p, 5.3 MB Self-organizing neural networks based on OxRAM devices under a fully unsupervised training scheme / Pedro, Marta (Universitat Autònoma de Barcelona. Departament d'Enginyeria Electrònica) ; Martin Martinez, Javier (Universitat Autònoma de Barcelona. Departament d'Enginyeria Electrònica) ; Maestro Izquierdo, Marcos (Institut de Microelectrònica de Barcelona) ; Rodríguez Martínez, Rosana (Universitat Autònoma de Barcelona. Departament d'Enginyeria Electrònica) ; Nafría i Maqueda, Montserrat (Universitat Autònoma de Barcelona. Departament d'Enginyeria Electrònica)
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. [...]
2019 - 10.3390/ma12213482
Materials, Vol. 12, Issue 21 (November 2019) , art. 3482  
Detailed record - Creative Commons

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