Exploring neuromorphic computing based on spiking neural networks: Algorithms to hardware

N Rathi, I Chakraborty, A Kosta, A Sengupta… - ACM Computing …, 2023 - dl.acm.org
Neuromorphic Computing, a concept pioneered in the late 1980s, is receiving a lot of
attention lately due to its promise of reducing the computational energy, latency, as well as …

A comprehensive review on emerging artificial neuromorphic devices

J Zhu, T Zhang, Y Yang, R Huang - Applied Physics Reviews, 2020 - pubs.aip.org
The rapid development of information technology has led to urgent requirements for high
efficiency and ultralow power consumption. In the past few decades, neuromorphic …

Nanoionic memristive phenomena in metal oxides: the valence change mechanism

R Dittmann, S Menzel, R Waser - Advances in Physics, 2021 - Taylor & Francis
This review addresses resistive switching devices operating according to the bipolar
valence change mechanism (VCM), which has become a major trend in electronic materials …

Metal–oxide RRAM

HSP Wong, HY Lee, S Yu, YS Chen, Y Wu… - Proceedings of the …, 2012 - ieeexplore.ieee.org
In this paper, recent progress of binary metal–oxide resistive switching random access
memory (RRAM) is reviewed. The physical mechanism, material properties, and electrical …

Challenges in materials and devices for resistive-switching-based neuromorphic computing

J Del Valle, JG Ramírez, MJ Rozenberg… - Journal of Applied …, 2018 - pubs.aip.org
This tutorial describes challenges and possible avenues for the implementation of the
components of a solid-state system, which emulates a biological brain. The tutorial is …

A fast, high-endurance and scalable non-volatile memory device made from asymmetric Ta2O5−x/TaO2−x bilayer structures

MJ Lee, CB Lee, D Lee, SR Lee, M Chang, JH Hur… - Nature materials, 2011 - nature.com
Numerous candidates attempting to replace Si-based flash memory have failed for a variety
of reasons over the years. Oxide-based resistance memory and the related memristor have …

[HTML][HTML] Pathways to efficient neuromorphic computing with non-volatile memory technologies

I Chakraborty, A Jaiswal, AK Saha, SK Gupta… - Applied Physics …, 2020 - pubs.aip.org
Historically, memory technologies have been evaluated based on their storage density, cost,
and latencies. Beyond these metrics, the need to enable smarter and intelligent computing …

Metal oxide resistive memory switching mechanism based on conductive filament properties

G Bersuker, DC Gilmer, D Veksler, P Kirsch… - Journal of Applied …, 2011 - pubs.aip.org
By combining electrical, physical, and transport/atomistic modeling results, this study
identifies critical conductive filament (CF) features controlling TiN/HfO 2/TiN resistive …

Oxide-based resistive switching-based devices: fabrication, influence parameters and applications

R Khan, N Ilyas, MZM Shamim, MI Khan… - Journal of Materials …, 2021 - pubs.rsc.org
In advanced computing technologies, metal oxide-based resistive switching random access
memory (RRAM) has been considered an excellent scientific research interest in the areas …

Anomalous resistance hysteresis in oxide ReRAM: Oxygen evolution and reincorporation revealed by in situ TEM

D Cooper, C Baeumer, N Bernier… - Advanced …, 2017 - Wiley Online Library
The control and rational design of redox‐based memristive devices, which are highly
attractive candidates for next‐generation nonvolatile memory and logic applications, is …