Synaptic devices based neuromorphic computing applications in artificial intelligence

B Sun, T Guo, G Zhou, S Ranjan, Y Jiao, L Wei… - Materials Today …, 2021 - Elsevier
Synaptic devices, including synaptic memristor and synaptic transistor, are emerging
nanoelectronic devices, which are expected to subvert traditional data storage and …

In-memory computing with emerging memory devices: Status and outlook

P Mannocci, M Farronato, N Lepri, L Cattaneo… - APL Machine …, 2023 - pubs.aip.org
In-memory computing (IMC) has emerged as a new computing paradigm able to alleviate or
suppress the memory bottleneck, which is the major concern for energy efficiency and …

Emerging neuromorphic devices

D Ielmini, S Ambrogio - Nanotechnology, 2019 - iopscience.iop.org
Artificial intelligence (AI) has the ability of revolutionizing our lives and society in a radical
way, by enabling machine learning in the industry, business, health, transportation, and …

Nanoelectronic programmable synapses based on phase change materials for brain-inspired computing

D Kuzum, RGD Jeyasingh, B Lee, HSP Wong - Nano letters, 2012 - ACS Publications
Brain-inspired computing is an emerging field, which aims to extend the capabilities of
information technology beyond digital logic. A compact nanoscale device, emulating …

Phase change materials and their application to nonvolatile memories

S Raoux, W Wełnic, D Ielmini - Chemical reviews, 2010 - ACS Publications
Phase change materials are materials that exist in at least two structurally distinct solid
phases, an amorphous and one (or more) crystalline phases. Many materials display phase …

Analytical model for subthreshold conduction and threshold switching in chalcogenide-based memory devices

D Ielmini, Y Zhang - Journal of Applied Physics, 2007 - pubs.aip.org
Chalcogenide materials are receiving increasing interest for their many applications as
active materials in emerging memories, such as phase-change memories, programmable …

Memristive neural network for on-line learning and tracking with brain-inspired spike timing dependent plasticity

G Pedretti, V Milo, S Ambrogio, R Carboni, S Bianchi… - Scientific reports, 2017 - nature.com
Brain-inspired computation can revolutionize information technology by introducing
machines capable of recognizing patterns (images, speech, video) and interacting with the …

Threshold switching mechanism by high-field energy gain in the hopping transport of chalcogenide glasses

D Ielmini - Physical Review B—Condensed Matter and Materials …, 2008 - APS
Chalcogenide glasses are widely used in phase-change nonvolatile memories and in
optical recording media for their ability to rapidly change their structure to crystalline, thus …

Recovery and drift dynamics of resistance and threshold voltages in phase-change memories

D Ielmini, AL Lacaita… - IEEE Transactions on …, 2007 - ieeexplore.ieee.org
The electronic behavior of the chalcogenide material used in phase-change memory (PCM)
plays a key role in defining the operation voltages and times of the memory cell. In particular …

Memristive and CMOS devices for neuromorphic computing

V Milo, G Malavena, C Monzio Compagnoni, D Ielmini - Materials, 2020 - mdpi.com
Neuromorphic computing has emerged as one of the most promising paradigms to
overcome the limitations of von Neumann architecture of conventional digital processors …