Neuro-inspired Computing Using Resistive Synaptic Devices

  • 出版商: Springer
  • 出版日期: 2017-04-22
  • 售價: $6,014
  • 貴賓價: 9.5$5,713
  • 語言: 英文
  • 頁數: 269
  • 裝訂: Hardcover
  • ISBN: 3319543121
  • ISBN-13: 9783319543123

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This book summarizes the recent breakthroughs in hardware implementation of neuro-inspired computing using resistive synaptic devices. The authors describe how two-terminal solid-state resistive memories can emulate synaptic weights in a neural network. Readers will benefit from state-of-the-art summaries of resistive synaptic devices, from the individual cell characteristics to the large-scale array integration. This book also discusses peripheral neuron circuits design challenges and design strategies. Finally, the authors describe the impact of device non-ideal properties (e.g. noise, variation, yield) and their impact on the learning performance at the system-level, using a device-algorithm co-design methodology.