Neuro-inspired Computing Using Resistive Synaptic Devices
Author | : Shimeng Yu |
Publisher | : Springer |
Total Pages | : 0 |
Release | : 2018-07-25 |
ISBN-10 | : 3319853686 |
ISBN-13 | : 9783319853680 |
Rating | : 4/5 (86 Downloads) |
Download or read book Neuro-inspired Computing Using Resistive Synaptic Devices written by Shimeng Yu and published by Springer. This book was released on 2018-07-25 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.