Adaptive Learning Rule for Hardware-based Deep Neural Networks Using Electronic Synapse Devices

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Lim, Suhwan ; Bae, Jong-Ho ; Eum, Jai-Ho ; Lee, Sungtae ; Kim, Chul-Heung ; Kwon, Dongseok ; Park, Byung-Gook ; Lee, Jong-Ho (2017)
  • Related identifiers: doi: 10.1007/s00521-018-3659-y
  • Subject: Computer Science - Neural and Evolutionary Computing | Computer Science - Emerging Technologies

In this paper, we propose a learning rule based on a back-propagation (BP) algorithm that can be applied to a hardware-based deep neural network (HW-DNN) using electronic devices that exhibit discrete and limited conductance characteristics. This adaptive learning rule,... View more
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