Neuromorphic computing using non-volatile memory

GW Burr, RM Shelby, A Sebastian, S Kim… - … in Physics: X, 2017 - Taylor & Francis
Dense crossbar arrays of non-volatile memory (NVM) devices represent one possible path
for implementing massively-parallel and highly energy-efficient neuromorphic computing …

Memristive crossbar arrays for storage and computing applications

H Li, S Wang, X Zhang, W Wang… - Advanced Intelligent …, 2021 - Wiley Online Library
The emergence of memristors with potential applications in data storage and artificial
intelligence has attracted wide attentions. Memristors are assembled in crossbar arrays with …

Li-ion synaptic transistor for low power analog computing

EJ Fuller, FE Gabaly, F Léonard, S Agarwal… - Advanced Materials, 2016 - osti.gov
Nonvolatile redox transistors (NVRTs) based upon Li-ion battery materials are demonstrated
as memory elements for neuromorphic computer architectures with multi-level analog …

Anatomy of Ag/Hafnia-based selectors with 10 10 nonlinearity

R Midya, Z Wang, J Zhang, SE Savel'ev, C Li, M Rao… - Advanced Materials, 2017 - osti.gov
We developed a novel Ag/oxide-based threshold switching device with attractive features
including≈ 1010 nonlinearity. Furthermore, in a high-resolution transmission electron …

Threshold switching of Ag or Cu in dielectrics: materials, mechanism, and applications

Z Wang, M Rao, R Midya, S Joshi… - Advanced Functional …, 2018 - Wiley Online Library
Threshold switches with Ag or Cu active metal species are volatile memristors (also termed
diffusive memristors) featuring spontaneous rupture of conduction channels. The temporal …

Multiscale co-design analysis of energy, latency, area, and accuracy of a ReRAM analog neural training accelerator

MJ Marinella, S Agarwal, A Hsia… - IEEE Journal on …, 2018 - ieeexplore.ieee.org
Neural networks are an increasingly attractive algorithm for natural language processing
and pattern recognition. Deep networks with> 50 M parameters are made possible by …

High‐Uniformity Threshold Switching HfO2‐Based Selectors with Patterned Ag Nanodots

Y Li, J Tang, B Gao, W Sun, Q Hua, W Zhang… - Advanced …, 2020 - Wiley Online Library
High‐performance selector devices are essential for emerging nonvolatile memories to
implement high‐density memory storage and large‐scale neuromorphic computing. Device …

Design of a controllable redox‐diffusive threshold switching memristor

Y Sun, C Song, S Yin, L Qiao, Q Wan… - Advanced Electronic …, 2020 - Wiley Online Library
With the rapid development of information technique in the big‐data era, there is an
extremely urgent demand for new circuit building blocks, represented by resistive switching …

Performance‐enhancing selector via symmetrical multilayer design

Y Sun, X Zhao, C Song, K Xu, Y Xi, J Yin… - Advanced Functional …, 2019 - Wiley Online Library
Two‐terminal selectors with high nonlinearity, based on bidirectional threshold switching
(TS) behaviors, are considered as a crucial element of crossbar integration for emerging …

Multi-terminal ionic-gated low-power silicon nanowire synaptic transistors with dendritic functions for neuromorphic systems

X Li, B Yu, B Wang, L Bao, B Zhang, H Li, Z Yu… - Nanoscale, 2020 - pubs.rsc.org
Neuromorphic computing systems have shown powerful capability in tasks, such as
recognition, learning, classification and decision-making, which are both challenging and …